{
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"
    }
   },
   "cell_type": "markdown",
   "id": "61948602",
   "metadata": {},
   "source": [
    "# Tutorial: Class Activation Maps for Object Detection with Faster RCNN\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "In this tutorial we're going to see how to apply CAM methods for Object Detection, \n",
    "using faster-rcnn from torchvision as an example.\n",
    "\n",
    "\n",
    "## This is too long, just show me some code !\n",
    "```python\n",
    "from pytorch_grad_cam import AblationCAM, EigenCAM\n",
    "from pytorch_grad_cam.ablation_layer import AblationLayerFasterRCNN\n",
    "from pytorch_grad_cam.utils.model_targets import FasterRCNNBoxScoreTarget\n",
    "from pytorch_grad_cam.utils.reshape_transforms import fasterrcnn_reshape_transform\n",
    "from pytorch_grad_cam.utils.image import show_cam_on_image, scale_accross_batch_and_channels, scale_cam_image\n",
    "\n",
    "targets = [FasterRCNNBoxScoreTarget(labels=labels, bounding_boxes=boxes)]\n",
    "target_layers = [model.backbone]\n",
    "cam = AblationCAM(model,\n",
    "                  target_layers, \n",
    "                  use_cuda=torch.nn.cuda.is_available(), \n",
    "                  reshape_transform=fasterrcnn_reshape_transform,\n",
    "                  ablation_layer=AblationLayerFasterRCNN(),\n",
    "                  ratio_channels_to_ablate=1.0)\n",
    "\n",
    "# or a very fast alternative:\n",
    "\n",
    "cam = EigenCAM(model,\n",
    "              target_layers, \n",
    "              use_cuda=torch.nn.cuda.is_available(), \n",
    "              reshape_transform=fasterrcnn_reshape_transform)\n",
    "\n",
    "```\n",
    "\n",
    "\n",
    "# Introduction\n",
    "\n",
    "## Why is it more difficult computing CAMs for object detection?\n",
    "Object detection packages typically do a lot of processing on the results before they output it:\n",
    "they create dictionaries with the bounding boxes, labels and scores, do an argmax on the scores to find the highest scoring category, etc.\n",
    "\n",
    "Because of this, typically the outputs from object detection package are not differentiable\n",
    "(and it's a common request for the maintainers of those in order to support CAMs).\n",
    "\n",
    "\n",
    "This means that if we need to compute gradients, there is no \"generic\" way of doing that, we would have to dive into the code of those packages and do something custom each time, if it's possible at all.\n",
    "\n",
    "That's not so good for us, since we want to be able to work with existing object detection packages..\n",
    "\n",
    "\n",
    "CAM methods can be divided into two groups:\n",
    "- Those that need gradients: GradCAM, GradCAM++, LayerCAM, etc.\n",
    "- Those that are \"gradient free\": AblationCAM, ScoreCAM, and EigenCAM.\n",
    "\n",
    "\n",
    "## Gradient Free Methods to the rescue!\n",
    "\n",
    "Luckily, we have \"Gradient Free Methods\", and we can use them for many more use cases compared to \"gradient\" methods.\n",
    "\n",
    "We're going to use the next methods here for object detection:\n",
    "- EigenCAM: this method is extremely fast, but doesn't have good enough class discribination (that's less of an issue for object detection, though).\n",
    "- AblationCAM: A state of the art method, but slower.\n",
    "- We're going to see how we can potentially make AblationCAM much faster by controlling the parameter ratio_channels_to_ablate.\n",
    "\n",
    "Along the way, we're going to use two important concepts in the grad-cam package:\n",
    "- Writing a custom \"reshape\" transform to aggregate the activations saved inside faster-rccnn feature pyramid network.\n",
    "**This is the most important part** - you can use this as a starting point for other object detection networks.\n",
    "\n",
    "\n",
    "- Writing a custom \"target\" function for generating CAMs that maximize something about the bounding boxes: like their score, or their intersection over union with the original bounding boxes.\n",
    "\n",
    "\n",
    "Lets get started!\n",
    "\n",
    "Lets import the packages we're going to use, define the category names, and a function to run the model and gets the predictions.\n",
    "Nothing here is related to Class Activation Maps, yet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5ffb4458",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "import cv2\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision\n",
    "from pytorch_grad_cam import AblationCAM, EigenCAM\n",
    "from pytorch_grad_cam.ablation_layer import AblationLayerFasterRCNN\n",
    "from pytorch_grad_cam.utils.model_targets import FasterRCNNBoxScoreTarget\n",
    "from pytorch_grad_cam.utils.reshape_transforms import fasterrcnn_reshape_transform\n",
    "from pytorch_grad_cam.utils.image import show_cam_on_image, scale_accross_batch_and_channels, scale_cam_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5c0619e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(input_tensor, model, device, detection_threshold):\n",
    "    outputs = model(input_tensor)\n",
    "    pred_classes = [coco_names[i] for i in outputs[0]['labels'].cpu().numpy()]\n",
    "    pred_labels = outputs[0]['labels'].cpu().numpy()\n",
    "    pred_scores = outputs[0]['scores'].detach().cpu().numpy()\n",
    "    pred_bboxes = outputs[0]['boxes'].detach().cpu().numpy()\n",
    "    \n",
    "    boxes, classes, labels, indices = [], [], [], []\n",
    "    for index in range(len(pred_scores)):\n",
    "        if pred_scores[index] >= detection_threshold:\n",
    "            boxes.append(pred_bboxes[index].astype(np.int32))\n",
    "            classes.append(pred_classes[index])\n",
    "            labels.append(pred_labels[index])\n",
    "            indices.append(index)\n",
    "    boxes = np.int32(boxes)\n",
    "    return boxes, classes, labels, indices\n",
    "\n",
    "def draw_boxes(boxes, labels, classes, image):\n",
    "    for i, box in enumerate(boxes):\n",
    "        color = COLORS[labels[i]]\n",
    "        cv2.rectangle(\n",
    "            image,\n",
    "            (int(box[0]), int(box[1])),\n",
    "            (int(box[2]), int(box[3])),\n",
    "            color, 2\n",
    "        )\n",
    "        cv2.putText(image, classes[i], (int(box[0]), int(box[1] - 5)),\n",
    "                    cv2.FONT_HERSHEY_SIMPLEX, 0.8, color, 2,\n",
    "                    lineType=cv2.LINE_AA)\n",
    "    return image\n",
    "\n",
    "coco_names = ['__background__', 'person', 'bicycle', 'car', 'motorcycle', 'airplane', \\\n",
    "              'bus', 'train', 'truck', 'boat', 'traffic light', 'fire hydrant', 'N/A', \n",
    "              'stop sign', 'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', \n",
    "              'cow', 'elephant', 'bear', 'zebra', 'giraffe', 'N/A', 'backpack', 'umbrella',\n",
    "              'N/A', 'N/A', 'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard',\n",
    "              'sports ball', 'kite', 'baseball bat', 'baseball glove', 'skateboard',\n",
    "              'surfboard', 'tennis racket', 'bottle', 'N/A', 'wine glass', 'cup', 'fork',\n",
    "              'knife', 'spoon', 'bowl', 'banana', 'apple', 'sandwich', 'orange',\n",
    "              'broccoli', 'carrot', 'hot dog', 'pizza', 'donut', 'cake', 'chair', 'couch',\n",
    "              'potted plant', 'bed', 'N/A', 'dining table', 'N/A', 'N/A', 'toilet',\n",
    "              'N/A', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone', 'microwave',\n",
    "              'oven', 'toaster', 'sink', 'refrigerator', 'N/A', 'book', 'clock', 'vase',\n",
    "              'scissors', 'teddy bear', 'hair drier', 'toothbrush']\n",
    "\n",
    "\n",
    "# This will help us create a different color for each class\n",
    "COLORS = np.random.uniform(0, 255, size=(len(coco_names), 3))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3334d28f",
   "metadata": {},
   "source": [
    "Now we're going to define the model, read an image, and run the prediction once so we get the detected objects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "932a0904",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x1BF00074FD0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import torchvision\n",
    "from PIL import Image\n",
    "image_url = \"https://raw.githubusercontent.com/jacobgil/pytorch-grad-cam/master/examples/both.png\"\n",
    "image = np.array(Image.open(requests.get(image_url, stream=True).raw))\n",
    "image_float_np = np.float32(image) / 255\n",
    "# define the torchvision image transforms\n",
    "transform = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "input_tensor = transform(image)\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "input_tensor = input_tensor.to(device)\n",
    "# Add a batch dimension:\n",
    "input_tensor = input_tensor.unsqueeze(0)\n",
    "\n",
    "model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)\n",
    "model.eval().to(device)\n",
    "\n",
    "# Run the model and display the detections\n",
    "boxes, classes, labels, indices = predict(input_tensor, model, device, 0.9)\n",
    "image = draw_boxes(boxes, labels, classes, image)\n",
    "\n",
    "# Show the image:\n",
    "Image.fromarray(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29859cb6",
   "metadata": {},
   "source": [
    "# What faster-rcnn layer should we target?\n",
    "\n",
    "The first part of faster-rcnn, is the Feature Pyramid Network (FPN) backbone: model.backbone.\n",
    "This part is what computes the meaningful activations, and we are going to work with these.\n",
    "\n",
    "The rest of the network extract features from here and then predicts bounding boxes, but everything is based on the features computed from the FPN.\n",
    "\n",
    "## Problem: The output from model.backbone is in a very custom format\n",
    "The backbone outputs 5 different tensors with different spatial sizes, from the FPN.\n",
    "They are stored as an Ordered Dict.\n",
    "\n",
    "Our goal here is to aggregate these image tensors, assign them weights, and then aggregate everything.\n",
    "\n",
    "To do that, we're going to need to write a custom function that takes these tensors with different sizes, resizes them to a common shape, and concatenates them:\n",
    "\n",
    "```python\n",
    "def fasterrcnn_reshape_transform(x):\n",
    "    target_size = x['pool'].size()[-2 : ]\n",
    "    activations = []\n",
    "    for key, value in x.items():\n",
    "        activations.append(torch.nn.functional.interpolate(torch.abs(value), target_size, mode='bilinear'))\n",
    "    activations = torch.cat(activations, axis=1)\n",
    "    return activations\n",
    "```\n",
    "\n",
    "One more thing - notice that we're taking torch.abs(value) on the activations.\n",
    "\n",
    "This is one way object detection differs quite a lot from the usual classification networks that have ReLU non linearities. The FPN activations are un-bounded and can have negative values as well.\n",
    "\n",
    "## What target are the Class Activation Maps created for?\n",
    "\n",
    "Remember that in the case of classification, we create the CAM for a specific category.\n",
    "For example, if we want to see which activations respond to \"Cat\", we could use the 281 image-net category.\n",
    "And the CAM is computed for that target, with ClassifierOutputTarget(281).\n",
    "\n",
    "\n",
    "We're going to define something like that for object detection as well.\n",
    "In the case of object detection, the output of the model are bounding boxes and their categories.\n",
    "Unfortunately, faster-rcnn doesn't return us scores for all of the categories, it just returns the highest scoring category, so we're going to be limitted to that.\n",
    "\n",
    "Now the target isn't just limitted to the classification score, it can also be something about the bounding boxes boordinates:\n",
    "- Maybe we want to find the activations that correspond to the category of the bounding boxes.\n",
    "- Maybe we want to find the activations that correspond to the coordinates of the bounding boxes, or some property of them, like their width or height.\n",
    "- Maybe a combination of both the category and a property of the bounding box coordinates.\n",
    "\n",
    "\n",
    "### We can measure how the detected objects correspond with the original detections in both coordinates and score\n",
    "We have an output from the model.\n",
    "We need to assign it some score, so we can highlight the parts of the image that maximize that score.\n",
    "We can check how the model output corresponds with the original detections:\n",
    "1. For every bounding box from the original detections, find the detection that overlaps with it the most.\n",
    "    * Check if the IOU of the detection with the original detection is high enough - if not, assign a score of 0 to the box.\n",
    "    * Check if the category is still the same as in the original detection - if not, assign a score of 0 to the box.\n",
    "    * Find the classification score.\n",
    "    * box_score = IOU + classification_score.\n",
    "2. target = sum(box_scores)\n",
    "\n",
    "Lets look at that (defined in pytorch_grad_cam.utils.model_targets.FasterRCNNBoxScoreTarget):\n",
    "\n",
    "```python\n",
    "class FasterRCNNBoxScoreTarget:\n",
    "\t\"\"\" For every original detected bounding box specified in \"bounding boxes\",\n",
    "\t\tassign a score on how the current bounding boxes match it,\n",
    "\t\t\t1. In IOU\n",
    "\t\t\t2. In the classification score.\n",
    "\t\tIf there is not a large enough overlap, or the category changed,\n",
    "\t\tassign a score of 0.\n",
    "\n",
    "\t\tThe total score is the sum of all the box scores.\n",
    "\t\"\"\"\n",
    "\n",
    "    def __init__(self, labels, bounding_boxes, iou_threshold=0.5):\n",
    "        self.labels = labels\n",
    "        self.bounding_boxes = bounding_boxes\n",
    "        self.iou_threshold = iou_threshold\n",
    "\n",
    "    def __call__(self, model_outputs):\n",
    "        output = torch.Tensor([0])\n",
    "        if torch.cuda.is_available():\n",
    "            output = output.cuda()\n",
    "\n",
    "        if len(model_outputs[\"boxes\"]) == 0:\n",
    "            return output\n",
    "\n",
    "        for box, label in zip(self.bounding_boxes, self.labels):\n",
    "            box = torch.Tensor(box[None, :])\n",
    "            if torch.cuda.is_available():\n",
    "                box = box.cuda()\n",
    "\n",
    "            ious = torchvision.ops.box_iou(box, model_outputs[\"boxes\"])\n",
    "            index = ious.argmax()\n",
    "            if ious[0, index] > self.iou_threshold and model_outputs[\"labels\"][index] == label:\n",
    "                score = ious[0, index] + model_outputs[\"scores\"][index]\n",
    "                output = output + score\n",
    "        return output\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f2621a88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x1BF6560EB38>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_layers = [model.backbone]\n",
    "targets = [FasterRCNNBoxScoreTarget(labels=labels, bounding_boxes=boxes)]\n",
    "cam = EigenCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(),\n",
    "               reshape_transform=fasterrcnn_reshape_transform)\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)\n",
    "# Take the first image in the batch:\n",
    "grayscale_cam = grayscale_cam[0, :]\n",
    "cam_image = show_cam_on_image(image_float_np, grayscale_cam, use_rgb=True)\n",
    "# And lets draw the boxes again:\n",
    "image_with_bounding_boxes = draw_boxes(boxes, labels, classes, cam_image)\n",
    "Image.fromarray(image_with_bounding_boxes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb9ed990",
   "metadata": {},
   "source": [
    "# Optional: Renormalizing the CAMs inside every bounding box\n",
    "This shows us the CAM computed accross the entire image, normalized to be between 0 and 1, using even pixels that are outside the boxes.\n",
    "We can re-normalize the CAM inside every bounding box, and take the maximum value in the overlaps between the boxes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3ba54ff1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x1BF6562ECF8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam):\n",
    "    \"\"\"Normalize the CAM to be in the range [0, 1] \n",
    "    inside every bounding boxes, and zero outside of the bounding boxes. \"\"\"\n",
    "    renormalized_cam = np.zeros(grayscale_cam.shape, dtype=np.float32)\n",
    "    for x1, y1, x2, y2 in boxes:\n",
    "        renormalized_cam[y1:y2, x1:x2] = scale_cam_image(grayscale_cam[y1:y2, x1:x2].copy())    \n",
    "    renormalized_cam = scale_cam_image(renormalized_cam)\n",
    "    eigencam_image_renormalized = show_cam_on_image(image_float_np, renormalized_cam, use_rgb=True)\n",
    "    image_with_bounding_boxes = draw_boxes(boxes, labels, classes, eigencam_image_renormalized)\n",
    "    return image_with_bounding_boxes\n",
    "\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b90b63e1",
   "metadata": {},
   "source": [
    "# Advanced: More class descrimination with Ablation CAM\n",
    "\n",
    "A good property of a CAM method is that it should give us class descrimination - it should be able to highlight only the parts that correspond with a specific category, and not those of other categories.\n",
    "\n",
    "In the previous section we defined the target.. but we cheated.\n",
    "EigenCAM doesn't actually know how to use the target - the result from it will be constant regardless of the target.\n",
    "\n",
    "EigenCAM returns the first principle component of the activations, and that will most the time correspond with the dominant object.\n",
    "The common case is that inside a bounding box, you're going to have a single object.\n",
    "What happens if you have several different objects that you want to distinguish between?\n",
    "\n",
    "To get that kind of \"class descrimination\", we can use Ablation-CAM.\n",
    "\n",
    "* Disclaimer: The EigenCAM that we used above is extremely fast since it requires only one forward pass, and in the common case that should be good enough, so you probably can just use it for object detection *\n",
    "\n",
    "Ablation-CAM will \"ablate\" activations and measure how the output changes. If the output drops a lot, it means that activation is important and should get a higher weight.\n",
    "\n",
    "# Defining a custom Ablation Layer\n",
    "For a custom use case, like we have here, we will have to define our own Ablation layer.\n",
    "We have \"AblationLayerFasterRCNN\" defined in pytorch_grad_cam.ablation_layer, but lets go over it.\n",
    "\n",
    "An ablation layer needs to implement two methods:\n",
    "\n",
    "```python\n",
    "def set_next_batch(self, input_batch_index, activations, num_channels_to_ablate)\n",
    "def __call__(self, x)\n",
    "```\n",
    "\n",
    "- set_next_batch gets the activations saved in the target layer, those that should get ablated.\n",
    "It extracts the next batch member from the activations (we're running this method on an input tensor of shape Batch x 3 x Height x Width),\n",
    "and it needs to repeat it num_channels_to_ablate times.\n",
    "\n",
    "The ablation layer needs that because it's going to take each of those num_channels_to_ablate and ablate it, in a batch of size num_channels_to_ablate, to make it faster.\n",
    "There is an outer loop that does this for every input image in the original batch.\n",
    "\n",
    "- __call__(self, x) is what does the actual ablation.\n",
    "\n",
    "self.indices contains the next group of indices that should be ablated.\n",
    "\n",
    "In the case of the FPN network in Faster-RCNN, remember we have a spatial pyramid stored in an Ordered dict.\n",
    "5 spatial layers total (the '0', '1', '2', '3' and 'pool' keys), each has 256 activations, so a total of 5 * 256 activations/\n",
    "Remember that when we stored the activations for the CAM, we stacked them on top of each other.\n",
    "So we need to be able to translate between an index, to the actual layer it corresponds to so we can ablate it.\n",
    "\n",
    "\n",
    "```python\n",
    "class AblationLayerFasterRCNN(AblationLayer):\n",
    "    def __init__(self):\n",
    "        super(AblationLayerFasterRCNN, self).__init__()\n",
    "\n",
    "        def set_next_batch(self, input_batch_index, activations, num_channels_to_ablate):\n",
    "            \"\"\" Extract the next batch member from activations,\n",
    "                and repeat it num_channels_to_ablate times.\n",
    "            \"\"\"\n",
    "            self.activations = OrderedDict()\n",
    "            for key, value in activations.items():\n",
    "                fpn_activation = value[input_batch_index, :, :, :].clone().unsqueeze(0)\n",
    "                self.activations[key] = fpn_activation.repeat(num_channels_to_ablate, 1, 1, 1)\n",
    "\n",
    "    def __call__(self, x):\n",
    "        \"\"\" Go over the activation indices to be ablated, stored in self.indices.\n",
    "            Map between every activation index to the tensor in the Ordered Dict from the\n",
    "            FPN layer.\n",
    "        \"\"\"\n",
    "        result = self.activations\n",
    "        layers = {0: '0', 1: '1', 2: '2', 3: '3', 4: 'pool'}\n",
    "        num_channels_to_ablate = result['pool'].size(0)\n",
    "        for i in range(num_channels_to_ablate):\n",
    "            pyramid_layer = int(self.indices[i]/256)\n",
    "            index_in_pyramid_layer = int(self.indices[i] % 256)\n",
    "            result[layers[pyramid_layer]][i, index_in_pyramid_layer, :, :] = -1000\n",
    "        return result\n",
    "```\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "03000b3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 40/40 [00:34<00:00,  1.15it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x1BF3EF85198>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pytorch_grad_cam import AblationCAM\n",
    "from pytorch_grad_cam.ablation_layer import AblationLayerFasterRCNN\n",
    "cam = AblationCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(), \n",
    "               reshape_transform=fasterrcnn_reshape_transform,\n",
    "               ablation_layer=AblationLayerFasterRCNN())\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)[0, :]\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27cfecbd",
   "metadata": {},
   "source": [
    "## Making it fast by skipping some channels\n",
    "We're almost done.\n",
    "AblationCAM is slow since it has to do many forward passes (in our case: 5 x 256 passes).\n",
    "However some of the channels can be skipped, for example if their empty.\n",
    "We have an experimental parameter ratio_channels_to_ablate that controls how many of the channels should be ablated.\n",
    "It compes the first Principle Component (like in EigenCAM) and then thresholds it with a low threshold to get a binary mask,\n",
    "and then measures the overlap of every activation with that binary mask.\n",
    "\n",
    "Lets check how the output looks when we ablate only 10% and then 1% of the channels, resulting in an x10 and x100 speedup:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dce4a4f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 8/8 [00:06<00:00,  1.22it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x1BF669395F8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratio_channels_to_ablate = 0.1\n",
    "cam = AblationCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(), \n",
    "               reshape_transform=fasterrcnn_reshape_transform,\n",
    "               ablation_layer=AblationLayerFasterRCNN(),\n",
    "               ratio_channels_to_ablate=ratio_channels_to_ablate)\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)[0, :]\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "dda4ca37",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00,  1.56it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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WTzbs/FBNT/8Z7yoSPvGhAPx7v/6P8f+1xw749XefU8S/E2esAAS+49y+owTPH/v/9PHBf/9b/ndvPkRN/5y8P8IDAkLQfEBEhDO0ugUnSLY5I0tUDaBJeQ1H3ChcHFcAhIi7q7QDb6WcU/zLbbJF8PWvQpGzNncU2AKCkQJZzh5anLT8qTY2HGUqgDiwe3x1++qL3f0tisFBcr1elzKNwwHhMBuOh9WqC5qzkGFWSinuvqRrm19CQFVEoKKqSpGAH49jiz0D4ZXr4Kf3P3lQk7bDuNwiFnN5tmBAAP/eF//Jf//u/f/A43/74msAlHhyFtqqVte2WvSGgEUAJ5EiGGQ0fkkLDWJRhxRhnLzVBWSoHz1lpNFS+VGx/LMBarE/hM1uV1ScYMJim9jgsurA85wWJdyDIuEF8N3+rXhBxHF/EDAQ/WrlxTRpcts/7ruuzNNA4d2bt6CIqGRFYJpnMLt7TUO7u6gGQoQARGv4J12Xy+ya2gEJD6G2sCDeUTABNAvw3UdUFy1OAvv/fzx9EKg4H3CKQKPhO+LnCMyxoOBLgmrxjdISZnmIyOJvKLxgiRyAphBPiKq5n0CzJ/5T1ZxcQqene0wAKUhZsAv3oIohtOKX9VwYAk7QwYe3Xx/Gx7rnQoHARstdvUpq163MNek8uTKD6Ne9WYgkdwM14uRjNXZcBJSkCOqRUeYuD9PcJy6+UYQwvAWli7AFqi8jaMhIc4pOh/j0LgTjqRD/X//u/36TL8SIKBGzcBSUw/D62y/+atrfX/S83NjFJfMqfJp0/RNs/geXn3+6+cNLfnbERw/95defTX/+4f5nH8UX24cv1o/fO/z0WP7y9tmb1f3lzb98O90ehvfz+uGX9+JNf/QX/vv/VD781z87bnevHn5xJ/6t37zG1V28fO03b/zZgzx37Y6ewukjMAeLxBQ+eBTawTTER6OJH4NGHyJGh4ckJSGQBGXwd3fDWKKhchEBbDtmoYi4+//6N/+XZdurz3ZKfrDKIgMR1nIHCwBUtWDjY7TwZUHJIDyBkIgIB0mKFasAvrJiaNXPrjB9c3LhS+DGGq0FIyzoEUsYXfcPie1lLPgVCQ9vee8WJHlzTiLmedh13SbAnLv1xfru1auUcrUZIhKkhYum1K9z34eFiCxyw3qE2s97QODmTFqdTFUtARWZphlrDcKrYhd6ePqbipLCgIiGxdm8v3P8ALT1Pj8GwAGZwUJOATseX7361V/evr6fMR/H0vfdN988zmW+uew/2xbl2/X2Y5u/Lq9vYy1ptdrt9FdfvL4fvr5++F339Z1/MfVfadqvDeW9732yHZ/lu8NHP7mZvv7mxWfvvfj9z3B52Hx81/3o06urcj2NP/96ePM2R9kUpDG6Ef2IzrzDGJjBiXYwMcYQHIApODAKOAoniUNhIUf4PkgyNdJMFEDAO2BeopwAHUhAAhCwJ3akoncn75P0kwk9QwknRLM9VUN9VhQ9gFPekqyIPWv0FS6ko8FfJE5RkbsFPOAIX6KtpkSqXxvu7bLO+xepOgZoTocjqs2N5SShuh4WnlCBAw3QPFYpB0ARiqaudy9wW63W+8eHlDer7VUgwi0i6nmK8OodVt9hiR49QhAGaEo6EiTmUhy6xAb0CG80jif++SJ+olLMuMAPBBZyxd/+iOKRJ8CBKWJGHF999cXb293sPhS82c+Pw3jR21r5Bz95b/3sgpfPy9uvBmL96e/x46vu5e12/c12+ujNn/wiDvlGL7t+NZXhd9/ujrvXx2HM6+7mg8/f7z7ZXKhf3Tz73vvf3v6Lx9996Xi1/fxC3+fzj773vZuL8U28estiuUSeoZzCp8AATOCRmAPHwBCYEHtnUQzADD6CxjgEDgwPdEtUHQgG3xIWLaFZl0kBBQh44MWyAgsM2VKjNZVdGReL/TnhlFUAq+KKhhAR8YQu+M73VMFfuEaNIdBk0c3be55SAs8xEr26mDh/BGBa8OGm2Fq4X0/Wkpg/ozRMVzfvdZv1m9evRIUIEVVNQVBknqeuX3WrFbwyw5wq8AW5q2fEPCIECzoTEeFSs505AQGJaSqBvro8QoZ7NGu5wAwNcwgiUlKbvDkzy9lf3sJlr87ySpRAiZiJAtjx8dX9q9dR7DiUIuaUQ4lN4u/9+P3N1VbW2xicL19u3gfxan79F29e/fbw5s8+mF998uHzn1y+t969f/G9lX7cH/5k9+uH/a+++VPEK3t1f/3ppxd9XvV38/1h9+bbx7y/Pd69x+2405/e37+y9z/5vX/t5eryN18MBQkmYcBEzIghYgRnYvA4AgPxGJwRQ/jo2AXnwCFQBhLwwvCgirC4o0wwQ4tFDAEqEQ4KxM4rQC4kxndEAe8gWM2/xAKiMZ5k3wiLoFSYScIbS6lKTkQgBGyZpPpDaJnaJZV/+smTqvQaS7X9PT1SRfMWHmBUb8Of5BVJASwCUBLYXNx4romr8FCKppQdmOZxOg5J02q9PhxGtFQ6FsxTIizcvabjGPAF/61+R4Rqy0eXUqgKN4RKvX/oksaIxbMGAI9QTcD8JCIKNATvlE78DngzIYTwQDDGh1ffHo7F5jIzEChuKeHTj54/f2+br6+jBHPHONCLHcZyHCLbdnO5OuSbZy8vrsSmcLHtVbr6wUdT5Gn8/Pbbn/tvfvGzv/iFvv9MHqwcY7zIv3513G+m17+a9m94hxffxOO/fPWrT//o7yFtZ88+ucyCCSyMyeMYMQMjYwgegCM40w/kKPFgwRk4kMfFJ2REuCsjyIEVtG4sQgN0CRfffUQlMZ2lp8YnNX4PjxpNnxRd3UMswGXAEZXk59p4/jzpCG9sGMU5+UlEeHg1oI1it2xOU6GnLMATbB9AWg5R0z1+AsGrNBBKcUhUIxJSpjmttxQN95Q7SRnkNI59t6J57joSxXYqYhUkap5wgOFu7h6VhryoWQAUevGkCUDKeb8fRBK8AfThEYYFon2yyAGAmlID6XhGPtlonrEESU+3xhAlQMLm4fE3v3tVnFCy4ObqRd7vri/nP/jDz/I6CLXciR19WA1vHna+H3z29WPH3fsrMPXjdNjd7u5/O919m7Zf621MQ699svf+4NPHPxl+8fOvnn968fpxZx/kHcI2sh/KPum9BLqsEv/1n3118/nvjbPSgSlQo5+ZmIAJcSSGiAFxhI8Rh+AUEZNjDOwDh4AnpEV6FHSPYwXtAQIWjIWLybqC7yzDojJPKDmqtASkBp5sWShhLW1waWmoGguJV3Deq04IRPNEKYwCipzCj/pjbouaXfyBk7KpHiD+tkdqebVavoIlP9Z8xViUVZgbkQBM09jLlai6e9O6YNd1QWq/DiLCk7DMs6p6eJknTT3OHmdVlmLF68lzrxGd55zNPSV53A8pZbMZywFzt3MW4Rz+AAFNcn6qZbVr0U5LPnAxUsvWuKMoyJh397fjbElZjJvV5c3z53McfvT5DQXabW2+P9zZ4W7edX64HefPtXSQC+vm4ap//KjfTqvh+LifX+8evjD51fwN7KtOZ7N78R9sMi8vHg5zXOXdbirbon3el72FhubH0eYsiPjZF2/15pN+9OwFRhg4gQWcERMwESM4MsbgRPgRPIAj4gDsAATTyTMMhOMQYNCavoMFFbC/RUC5RJVAeJzjyAhS3O2JRw93kNIybkvUtKTsa57lrGmrqoiTPFXRJ+FhXgv0FtgVTaGc3vcuRt5+rGnQutnSKCPLxxpiG4vICxFlHlVUVMN8SZu2UyxJq+vTrVbTPK507Vbm/Q5rICUAZZ7C/OxT1+PlUWsYU0pwT0mPw6HRYasPwPDwMD/njJerJ6GaF7FtAF6NwuIssngaMxEMBygrIcrsrkzU1N88e2HznCGffvC+dp0dDm9evX776vJxXI8X2S87TJgeR5Tde+tiDojYZBeby32eHvavcSwPNr+yUiIkd91x+l7WqRTR1KXUZ+xnT33fb7YPIzWtJvPgrDa9uhtWs3yYFA421lZUjohbwMEQFNARYYCTFiygBYCKX1ACggjSEFHpr9GgjXLmeJ4Xbjn3Eb7kOBGgiIdX0W0wUywRe8vq1by/V+sk1FZ7soQpXHB4UkA5AfXNLa7Zlgi8wxVaFA1oFYVs3LXme1Rl3qy+NALfEp41oIkAzL3WJ1qZCagmc6NQNGEBZltCtjnJcXjcmYemZG5SbYG7WUFFd2t4X+v86nkVBiKnNJcp3lF5AXCaSxWvCn3Wh3uoarjjnR04eTV1Fb6zO+rQtW5eXHR3t5Ojd1zk7rJfX9/v5qvLC7fM/vLVV7uvvgHW73XbD9cfXLz89PmHP3z54pPriy6ebbt135EGV4YCabW6Emw8enCreUP2wxD7IbyEFRfEpuvoWKX87HrTd/m9m+123fXKRPP58Gb0NxNES6SIRFS+ESMYqGUj1UqILJwj1PNIaAAtnj3t9XI+Y+EZLoj4aXla9rsKNxrlHhHeoGninEZc7M+CDtSnKwK/EJdOyMCSKK1Zy6fBUDCaqXyqvk9uBQM1LDhTGxqyXYvKn6A3EQ2mWq7m5I+aeQBW5ghIShGxf3iEez1flS5VEWKKuLlSVDtol7u+1nWnlEspAGtJ8QnvqMGdCGsSS0WmuR79GgZ6jeXPhnxZYJKiWkPOc+hUQ84ThPzug+g1+pvrlVy8dziGaN+vbrr+mbmUya8uLrfP33v9yy9vHyJdvPjm7eH2uN/5/OiTJeGmu9yw19Ll2PYqTEq9un723ocfX798ni82yDqBab1aXVwehpmS5nGu9VbPtptMHnf3z7Zrmr+4uelSEiLTDP72MD1GDoQLgqgyWqXTEc5wBiCkLjKw7DwbFMIlYwHgKXurbfXTE49Tbqix+H0BpxfJxwl+bwcBZwRlkbj2XCslxQKZt4NUq83OnBicskina1xkf/kYPc4vnx6niIhkVPYQuNQLLKTQele1uCLc3ExT8oXkEjh7ElFL96Fdvw5QVYICVUdQKnExLasQi/tcEw2BCFWJ8Jzz4Tidr9FDpJaB1/BviXrYBLRyb5/cXVMZ/FsF1PXF82dZyPUHU+mBHpGuL5/v95Mwffjeh29e3z0eeuPmm6/uzVabm+7m5eX6ZuOZrrLKXGVddTkRcEuQpJ12eXt1fXF1nVfrw+Svb+/m8MvrazdEhFkgYtPnnCgB0pN4ivnm6rITJAkXL6Kvj/Mc9WwxCEitEK7nrbrwp/0mYuFcOeEtRj694akofhfDqFt2cjqbkx6BZnirTkWltp0ElSKii5zWKwoQNcF3/ur2TfAKQj2NFioOen5j0zI879R3wYZqV9Pym5VFLYR5iBDuoRIIkdq6g4xaqOgRZil1ACHSuATEop0BauUpaufDYaBqmScv7vNspUDUzRp6gHp8QzwiPFxSSjZZSmrmjIpFpQhQmFoFVr1pWX4xVAQS8AXDP/v77WR+Z3uut/3N1jRdhKzX69XjwM3mmszHvT+/ftbJdppFiPu3r+fhYvvshdxkv9B0k+bVtOZwkaNLXCl7nTmCzk5zaJTkFnL38DhMxfv09s3t5fXl5XpDj+FhwipzYxeXqze3+xcX9zTIFJc36/3DMM9DyOW8vZqwvQ15uZopEh2RK+QnMUQwUBBDD+SIQklwenN1BBEiyaOwRbeKZm4i2jMSKE8lNBauxylAOQmsL0v2TlkSokJL9fzUWAoE6KdCm0WPVp5UTffUgnY6HBFl0crV9p1EvQXxFsvmPbEOiNRs+BJz1C+gVL3cnqiG3pfPWyk55YhIKdvsNhdJumgvqqZAhHvuMgFN2cMMrjmKWQ3TwqNWdWLhsUbQPVLOZTZNejyON9uNUBxRHZRT54KTV9CAMAhF8FR5xLK8fHpY2+P9D1fEOlbPEXpxc/3t3W2/uhzHYgXvP/94c/3+/OVvbC9X6w/2c7n5/H17bx63U9quscU2+/PUX4luaMkGjoGCypXY7/d397cONePr2/2L55eHw7D2vH55RTk+vH3UPuUkUsTS4eXzUWwnU/eTbY/x7Vq2u7g66PVRr/bXV30/pz0i0REUhwG7iCnoGoeeMGAAFLCoJYfuT72ZqPu51CG/C7It+wtUITFfXq5is/B4VJdqjYUy0YwxpcVUrQ9K3YilxIwIR9REudRsTNORHnEOkk772MQOHqF8p9vIZrPZbi9evfq2Mi9PWjDqRatEQKTlvmpOKSqVJBDzOHb9BUXh0a+7YX9YX145WiKrHT80BivZHOxTnmCBQqsD5VaQOiVhZkkTESKYrYAV/0iAeL2JU3+bE/sjSEJFzOwMOJ93IqJhI+dNkjJyvYUkZ9Zum7thDrk9DF138fkPfiTy+PLTz64Or+520x3mN/PDZtXPyUQf0zpvxFc+XXZ+lVIHhEnMUSbDZPM8HofjcZjHabrI3cM0Xa/yUEL3sd5sJ5vi0UM9kejDFVebxzXfdNurh7ePiYeVH488PsQ8HotdXWsOgAyJQMwRM7AmCiISRMPlJJFmhqiGTAIApVaDna0Nl6B5ebQd4cmb5Mkwnb42GmBXl1MWH45AwINJW23IOznR9nUqQp6yUE3xxdm8gwtUe9oYNncWQFRO5jRN03RrZumsdJruJCpkFg4qzrTlaFGbxDwOa70RETd3WOsa0PRZBHBKGaiIzTNUIxbQtDrVC7rh7hS6ORDmptq6hQzDDCgiSFcNK5NVPGkJ7uLkYgY0ic/17p44OeeVJp+sToiYQIpRyzRaynkKP0zHP/zhR6sPVrr90d03P391++Z2dzyqPh7vt8eurKaP+hcbjDnGFNbnJOE2hQThmMdS9kOZp93jYZ58mm2C7MP2mrad6HHeHOViu3399rbL69zJdFeGMnMjF6vXN1fl4+6A4yFh2gEauC9mRy/ra50jJuek3jl7ZU8cg9SIE0dYAQHUmwe5FFc3r762mala49wJ7CQjLWMEQiQ8cGKBNSC9BUsVqF5s0ck6EQi3ACDKCGm4D9GA7aCq1idPnI7FRD9l/NccfyDgCHNfLgGBsGKs2PvpmgNQ0BBS6yyqEkQISLQWI4woZSRFk7i7ah9rCZwA3KrGrJ0NqvvU5TyhlvdHIMwtIkMqvBnqtVVEuEdKvYEk52miVLKsUMS8Bhsu1JPJIbWKYNI0oZxio6eYhDRY7VzDOY5FfUirt9o9106k1/3xMSV++PmHnvT+8evfvvryYRisy3ufZKN7K1ylKcqW3ScfffbZ+vrZ9NdX00N3cItSSvhYht3jNM+SUkduJV1vV880sspErC0Od4er9UXvne+QN2KwUByn6bEfrtLjc90fmSSg0Aga0t2kkXtfr2IIDMGVxsDooAlICCNYG5S0wLhC1fZufL1op0aneHJCUbdBY4n6lwApAKVUUK/q3Yo51rdESISLMFDXHcEmT09wejoMAhCiuvSZqx7BEu0HIpwnlJMkxdwav8Ki4jnXV5f39/daO3PUeOwEPgRaDFZditNNhjupCPfZBCKafZoRkVLyFsWfnO8GLlShNyuL5pNqyiNCyOLtjJs7AxGecoJHn/M0TCIJUSqb1bz4qSXaCVdYTJLmdN6Wdx/LkTy/+vh47Ne6FQGPjw9vNV0ejoerbXr56fvFHv6rP/6TL7987VlXneQ+rbqV9bzo88vv/ej3/8GHH8YXevdFTLfHu6/k8fjw5eHieNMVgcU8zza7qLrZ3cMuhLPygvDEq8DwMKzX693h0GXdHWeHIvPweuq7frvSGz6WUCAVpgn9GN1hPHC77lbEmuiEOZCAjBCIafXwIgyhhDGwtGsUwE4RDqDEuebpOxr07Ji/4xSdtVUD5Fvp0XISTnYyQkTDw5e9R0uTs/JNpWnOqHFQcYuGw8eSHTzx9o0Mi/rBRtd/fHwkqaqp9utaeBgQkTBn5RfVMymgg63XXBDhZYabpmTDQOJ0OhfRjKd4h6h4uzh3D5V2mlRr/k0CKG5VrWtS89Ckh2GHFh+aUK3lIU6MEF90JYOhqSZsT+7+8ve2zK3urj52h32YsIRc8f5hv315MR3t2cvrtOn/+i9++9tv3kSXpdMRMzspjO+9/96/9j/7J1d/7/1u/Onvfvbf3Qy/mYc3dnwc7w+vv7xPb+8/xgfZa4FC7HeHwSDEq+PwiLim7JP+oHT9dlptLuKwS9u8jvT2bu6frcrBxzcjtq4+blY7R16j32A1oTfMx+FgaZ27YA52DI3IgoSYSdTWrI2C07gZLeJYMOkFtOQTiPMknlyQy7ZNXAL7pfshCNS00WIa39HNSwgRrfi32vJA8PQuqpziIABmvlxVnC5iic2BoIW3pGgEQFWdyxwRSdoWttCDRMQczZUOYbXyLX/gXuntxcxSykOEW4U7ljqs+O6BJDnPhZLnaW4J1FaZVJ2SAODeylVV1d1S0rnMZK1+dDa4HidcJM6kayBQm5Yt/wICp+zy0jbzfE2/+/Lty5fyzEPpQ6EO+ww8e7YJ8tXDY8opr/qbzz+4ffP44vrikx8/+/v/83+Dn/QpDr/9xZ+/lHT97Epfl8tVXuN6uixf/vU3OOJ78gFz7ju1e3fQ3VNgvV7HOI4erx7G/lJW15aomLDqkk5FZxltjnVRFRo3/T5kc4xxwDhxGjEfzAeFKpECaenuoLGITFveVhARsdzqwp9jo65XO/vE6pxE9GTfF5/wCfRTn2405ErZwxl9win5h+Z7NtmuLDWAC9uep/PhNYpv11YdiaiwFOrrzYRrqp0TQlUJpFrLxxDCq+KtheoqcHeqVDwhmoAaEgNhZU45MwBz5pozsAq9nwTIIyrdSii742FxNTzAcJwStSTNTETrYVehqhabp9lSBKlLAQMJAWtGRZ/KnKo+yZ2gxZ+srjdPW1Yfb9/cAelqsz48PIro3e642eS07qRPx3lcb1fo7c1Xv/3e9z//0Q++/8N/+/eRHTLefv3Tspvup29+M3zR3X119Xz8+Z/95u6v7vmgetQ7rC+vXlwep/7ueJxtDojy0x/9+Hd/8edzmR9d396Vq2vLWWNm7vQCetjNm6uVPU6rzDI41lil4xrDAVMvJXOSmL8dbDQI0LmrsmOQkJAloqbSzBv/TGq7K1Yp9ppVryGu+3fUhi/6LyquBFaL29RgLGJem9k0vRjt1RaDnda66YUQ6hOHdVG6izBYKbH4j0+xAixOQ3Gn6OIs0z1Ehe6p6crqE1dsg/SIzFYmX+M7Uhzm4YAywueS1xkMD1O07oKxKOxq092iuBWbu6R9l8w8JyVpfgIvGurk7kDl9remnyKtF0qLHD2g4W6iNbMQSywU1VP5TpRa21ktlTnvYIHu5f5+Z8XdbXOxOh7H1bqnzfv7Nw+Pw7MXL3bjo6S4ub743u//gNyV4c3hLr788qt/8sP3/8V//P/4rH/4pMOvf/Gr6XG0AvE4HoZH2ymuXn7v8xe7YXjzWlKnhr/6iz99vt7IMDhIdPvdvLrRMlgoO8hxKK4ztnn3epBOMXrazl1MvUy9zB0nlHEsm8OA2CN2ibeB1+a30EcKoWBS7afIKhcqST1CYmkPE4HTyll4bXL+RHtWqrGRUlEVWajvNbTnEjG37cf540uxXdS+nAt3qZk2kvSa4apn4ORFVCoTn1xCS4otMBN/8JMff/79v/PFz3/+F3/5r6TihkIh0/LbXDCxRV6fFN4tipruqC07yzytLtaLMSAW+ApEmQtJVTqh0k2TlHlwoqLuhCul1paoqpmhuU5ez2dK2dy7nHeH47PNEn27V/KenDAmns9ubbT7jpcVbY2j0cbOUbx7TOO86lf3d4cIW3W82uSJ82E8/t1/9I//4qd/+a/90R+66gc/+v7muj8cfjt29q3dffLJh8fHX07jwXQo8TiO03Sco0Ch01SmUnbY+Wb9yQ9/dHA/PO58jiRqXtY5dcBunG7KBkYBYSlj1sB4sOvLLfv+MN6VIZLN6zR14r1GshJlyJgLE4RCozCUCYAxyDliLnGYIsLlghVHca+xMpb/wiZXrdv8jgZ1REhiuAprCkeIOHWpY/OOml2qMTPhce7Q9NTrrW6Ae1RF0Qx/rRxanDGLMxXk7KQ0+ZEgfvXTn//ln/+suJ0ckqoWq0I6X0YgRKS4LwwnhFcGK1gbkAYAzMPhQl9UZrq7nbCdiiiI6DQeVfI4HcNDU57nSZMw0EjL7l4P48LC8rCq53OXy3HMSUppkVAwSrgIrEy5S/VKTokiAMokwrDFmYrzWWXLkJyDpOubi7u7cbc73D0+IvyD683VNmem7XrTX8kXX26fXV7k64sXn7w3Ta/0xYf5Wdm9ek0M3/zulz5NF89X4+P4YnP9bfkmidLh5hQ+Pj6OSePZi48+++zNr37+enfsuu7FttepzPM8G6Yx5iHyJinzNB3olqQb7nabZz1myBRRpOuxFjvYkXakrxOMCUgemZAIIvR0cw2Eq+2DFvsLZ4TDIpwYPTBW2M+AwMu2Ar9+dBKJo4oIkAiV2mwceWF9ijTIUATFUZOoC6jUKswWHmrD/URbalB4WvnGjwzUdkstjK6uKpZcDQIKGALSEHwRKaVYMWgknEKvU6HpOdKKpluBWgeylJX4PA7hkXIKNw+r91XZnaWMMaOMgyUL+DTNV9fPfJweHx9qfQhr+x6HCEvxRQ+CRCmzpoQYJelwHHG9rfcXEaAypFVjLe4NuXRAqZrgnD1ufFOc6j6Wx3sfvH8cvh7nab8fPn622Vz4+qbTlXaXF2HHf/w/+dcllZuPPjCZJXVyeR394Ue//wf94acPh+nHP/j+B1ePX3+9u43bJBoexQqD9/cPXX4+DnO4devNzXsfPtzuZ9hoBnM336xXbuFHj6xiSFDMTB1tLMfbPXJIISZ0F0VjjjKGjYmWYoYszQhPxJFT74OTBxSt83A0Ry0CMIdZkKGyqJmzBmVETCBtgY9amo91JkL7w1AyKQWujD6LECpQYYpTrVII6C0zHgjY4jLWpOhCx21cugVbWMxutBbaNVmwhFN+PB5rXAFGsojalGy5W7Sek6e7AdEEEG1KA6KUyYqpaswWHsKoxGuPCLfJvOs3kTRKSSnGeRqnCQGbyzTNfd/7yiPq2T/9VDugKSkYQo7jjCXzq6S7q9YgUbGYoRPUKipe/ITXtXCtxQJPKN+ApvTxxx96mefj0H/2Iq3Z9b1267RScbfpVvOF9Ovj7uvNy/edljedbfZp8OcvLrfD7c/+6l9dBsU1GBW9EhGaSObV9uLePTBf3jy7ulg/3D58OTxutbvMKXW67nMns0SwuAQxg5P3qmGujCiuJcFn+ABfh5tiFkakmi0ClEwIiRMVAUvMUf9RiUXROgjI1Kb8VDP9NEps+jZOfW6AeMLLbwRlwkMMmCwIDUSt+xIaSMAEjfKpAoUlYdJQYb3SMXgJrdsbHklpZot1a85XPTeynDr3c0cDkiKVccSlqGXR3M3XJAMisjBayMqRrqmzWm5lVlTFpvnh7o4UleXElMIoxxAbj5UHNplN4xDm7mYlBvPtxSWoqrWpYxt/E4Bba0agScdpEEpEqYjDPM+pvc1ri9cTvkdAUyrj+C7O1vyjs2vedDVz362SrDZdTuIIybK52eb11bi773TiKoOu6w1yEnXj1Kf+eLh/+803D/ff/MGnP/Cv71eP04iBIhTknK+f3+T++t5tnmfZrCXk4up6PswxHi1ClOtN16+z2kxzBRXE7DGWfrMuxSLmWu+BMhMTfU4whScUCkLZxnJEbegmC9YDQgIGILzSh6MWoc9WgWU09ONpM4tqRZvCbOv0xFIu7LQaCYFLPVmDRmLhqQJhxgICxhpUAKg9Qhhu9oHKGVoha5C0nJMFDMSipN6BzlHLmQKRc5fYGJyyMADjZEZqCCftFIqQ1jzlgFvMo0g34+BlHsdRVWtbxxpRi4ZbSSk5AqK560Yb3UM0gTIN09Ul3FsnCSCshIqU4lk7RKjIOIyUBHNQVGGleJfZUiCOs4xGIJKmMUYsJxSnShecAIaTAnFq97gvz29emJXc9ZTUXzyPtO02zxGUy2eAdas1aExqUabd69/9/Ms/+OijT3/Y5fu/evVb+x//W//kl//lLw8xpkQL6G0yn8cSJgp3Ci+ubw53t5rXGIqq9DmJMGZKkC7uSEGhjvuRvXbrZBYxRxlLdBPCFZ5gAhe4iQKkngYbcTES7V8UrfLhiCrIk1lrBbb4qt9BOZalwII2Lbr1nZN8XjWiUYqay8lGMV6k+pwZqUditqWvW0V1LKwGKnH+wqrvI9qXenUQ2JCtQHQ517CMyz1XgKcFUV57PTbcqwXN9flasmrznHNXO9sINUpd0CCpXa5IkCrXOWWKQCzQdTngqnJ9fR0I1Vxxonp86m/knDw8JTUztJbYoSrmxe1klBa1XpcnkHLC8tqCNje6GZ4kmeoLBuaLi+uPP0qrFZJc31xvri7IYJ908zxvNhBnUqqaD2+/+evXv/vdH/39H2vnv/z1b//VX/4CsPv7x802/9EffP+9F89X67RadUk7EelXeRrHcF+tV32X33t+fXnRv7jZ9Gr9qu/Wq4RUplmNnBGjPb+4eP/ZpbqHeRknGhSuMGURev3zRDRPAnMGJQIws/DQRrrgZOFxQtEX/+kdsTwvYQDRmsZ9VzqfOKNcBPb0tATlrIOXLMFCmPPNtu/7TOiSkUFr+VTJ1ai71xQhQVsGKFXjrirr1crNfJ4rF32xhEScZycs52Ep3qsYpS3JVyuz5hRh61UnKq3IlaKS4EiqSZO2mpdYrXo304p5iFBkmgtIbd21w8NFBAhNycxEZJim0vgl1cWoRFI/a8fF/SLYfOp396L6WfjuQwTiLtQsmiVpf3nFroeCSl1fOoyJ7BQpXr3+6v6xvP/Be8fd4Tdf/PbN6zduQNibb169eXX/V3/9Kw/3Ym5l1ferri9zEZGwkhWrLpH2/OaCPpeISNlVA6JF7VD86Ju84mS+Hz5Yb3w32ygxsouhx7TC3MfUYc6YIiNyRA50aH+Qa1ObOkNQpEOQFA+xkNkW95BNlL+rPrnIB5rhPp/pRbe9c6Qjqu1evlSajC5y7KyaqUmLe5SpFJtIq123UAn/QOsuE8CChVXKSGPmN/IyVRWUlDuKpHpE4syXa+LdUM0l5FiunW4uSAEvZhvtSE2aU16J9oGAW7gThKON/CIcMQ7HftWbFYIe2B/2/arDu6twgnYBpJzMzVGbvS4lZBEIRyjeVYkBaHq3i2aLH1og/zc4u6xUNe3Xm4suX19BE1R9nLHaDMe71fqCQsMwTfurjzd3t6+Ov/oZ7u63pdBLmYevvznKo8ibODwcVmWDqfQ9fS7dqneRYkVhq83KpkEzYjKmPBEqKXfq84QRWjTPin2gSFL98OLi9riTkg+Ho6724ruETcaux2a32mIDbIA1uAJWwNQjNkSpJDUgW4RAAv1cCpARtliOeFd7Lre/CFM9sS20XhTl3/ZY3lxtGp+m2YGqC1pHMIJcZ0yjdbUAEIiINt+jRfXv+lw1O/Akd1qKhY8VX0rVfi/YVBNSFc7FcWrQEQ6EkAXwxv6MeRzrJEUCkjpFLVqt6fmzEIWIuM82k6SEAsU5DGNKuXZ1RKvCRpyOioiKRtg0lpQa56sC8R6hOBkJLEAGVNIJYmrAQGCR7e+suhAMunnRzQqJSDlUmAhZQ1fBO3YI9WLT28e77bQ93H6V9o+5TJzHTe6edxfz69vee7eYx5ged+/FTa+ioX2SyWlmoZ5X3XE8FHPVHP2qiErXjfNIYpyNRt95MmEhxW+uLi+v13c8fHM4bLrdGher2GceNfbE/tht0DkT0UF6hneCHsiE1S5FYHjI6DE15EYAkzbnbV6W43x4nwjV4s8uKeFzRn5Z4vr0QjKvQOOpau38hbFEPirRLa1wqr/qteaPJ2x9OSWI2iTihHKd4M3r65vbu7c5aap9bSo2iQX9bv0aPZZIEKSSVp8FFB5RCoKiCRFmk1KbUyhUVtuORqtmSBaYppTEvWOfky6R+Cl4YyMUmOeUQCTVWHypxtKhl2KS81OtWP+nmti4gjjFhTWjh6cwPRChEcKgJA2hi0FF+gzS+7Ukrq6vjarJH+/vpEv74+PD7Vu5vb0Y9x9su+vNNo+vxtncHYFpmmSUTdcruen7OedyGPrclWEvZNfn6bi72l4UsgDUBHfn8FiMuZvmUITWJNtBbOWJrqbr7bzJ+zUvL2K3w3aP47BZY8PYAGvYytHBj1tgBmYgZhdoBQZmxAq0FtrXavnaPPkdJ/zEn6t8k3Nd9mm72/uexvpnBg4qcvpd/gkA0t0vkpi7yPnLapqxusRP1UWNbSxqa7iz9QZwPO5zUhIpnuj6KtcnxxaLG1ulu/bradNuSLh7mKbE4iijh4S06dYR8JRU1GYD6OHzeJSgpKyq6806dzqO45I5o4ctRFKYWe66aZw0yXEYNxeMKqfhpMpyoE9nu8HCIqg2ItAqjpvBqgWD71gUd6jWfDa7PgNzxAjdSJ+BmZ26FmN5c/v19r3+Z9/+0h8eL4PPr7cZ+zd3XyoelDofp2wZBaWUAXNypCzjNEvSGoSae+o6lFxUVWQIY7dCYII8zN53hKoL5tk3O7GHghUZ8dlVSl18cjP8puyv7WJt+2x718vDpreN+8a9JzaIQ67VLiQIQYwMBPLSzbgFH6X2ZYQB584ixU5dDpco85Q5jpNNWlatkRmCDWPiKf0RJ5rdKeoJd8RWZVdCRZa6JZZYckiiYRZhC23yHfEGwTbEi8MwiLDPfaqIOZ2NpIZY/NG2/VFn5NSgr6E8RtY0Skk5mw2i4gt3oEJvQniUWiBfBywFqCnnJLv9XV9WFTip8lwPcsUQ3KPLeTqOqjJPM9gvwWbNG3nDmRcr344PoEovaH38ow3FihPwdJbPBEFouEQiirPMs8YsaqA6jSnPtk8lNler2+Hh4f6wnQ9XHbdd5tG3/XqDbsIIwTwXpYjK7f396uJFZAUoSX08uM8q4i7S9ROiS2l0yyLF41h8hFAVwgLMQg+8d9SyC7o+jPPLm+79ftT1kG1/weuLMj2P4fV6bSlm0hyTYzYtRy2zGUwdEZ0Tig5R6sghUhzKJe4NvMNIrLosvPGU6hKdmsOzAUixGGUSLV+ziPFZEVYUr8Zc4SGBTjxEZSHwxFJwHIjU9VYMWKiTAGIpjmppfkZUr9DdcdgfEqLN+GheAQKNiR/m3ilLYOEUVh+R5iEK0m2eRXV2qwQoOJgaiZCB2ufhDFIIzMrjbswp1yKk8ABSYKoa2tyFtOKaUoCS0/Ew4OWqftjNAuH2lBSz5L4q8qCMeUFLePJEo7Fczx9hQ68RkJhherENdbcd02Wg1NHLY9lPgbvDo5exC3700ft++9P1OvvjONoIizIaCzQkio/zdP/4IOv3kqYyFzd385XARSSnudhEiOhMTOTe7chIOVlYIrOImz/bF6xhxWPN+2+Kb7R/f7fh1Sr2G6y3cnG/vtArSbvAQD/CR+BSxCTmTs2AIsR1169SdqjbWGI294Ab4knXhPqo+WFvwyk01TRx5e1FLFkBClu2yQsCoLSGta2gW1rlJ0T1BO+spPL4hZIaHBYsxaqcq6rljGk+w38n2OnJhlYKURXiFF4zuSfF3rwNoUb7yII6teRTHQsDRPhcJKcIdLkr5VgnhFfqUNjCdW1QfGWwRgTD3WyuxV+yDIaowsfaTDmlquv3x0E0RanwqniLwk6AwxOxi1oEM79zrtG86nd2J3h5vcXKLOa52PX1Jfutrqbj/vXm+qq295nLoGvppti9esB8/OC9i7s3v7qYHg7T64vMTEVy1tr0iKQSEdM098A0jVCVnDHneT7klAygqFEKohOZEA/jMIokggEFEsWUe3DzWGLl6jrv4/FNbNaH9Wa/xXqD7ZqHLQ4P/SU28FXEhqiuZqlVb0pLgAs0CxGKlIAgfLuq9RA6leNpAW6SmcO1Gk8BMM7LmSaBYGsRDtSQtJa3t0YOZxizxuYk6J5SCsKCq77p6Dq2pWJZTeAAUphzzAJ3pJRzghtYuU54gtue9hDJvSSu6kEBW2OtWi7cCoUjCHFUf0IMUubSp0zApjlttrEAk7XLVxWbWuV/chVPsxucUdnRldqhyqbmUH0J9SjVO9baKJRaLXxKaS5Wm/LjHeCoCauIAnOcb+9s29+FTvjweJ+gqcuXvb58fiWaKDOxDxhTmmDmY7+5uP/ybjfs1303Dm8uFSilE92ushy0euiFdQ+EkKl4jOMcXIAMV1FIMkaXdIpQYorYl/lxKqlbHeGU6FIavBSRo3B1iOOhyDOZHqf+RT/vovBuvbnc8LjyYcv94+YyenDLWAW3wASfqSp+DBjpCewQVvnnhBMiMBEX1srb9nixFlHW7tcEvERkmYsZYBGl9opvYzPpoONEyGtKQTWJaotGgACKuYgwfJ0bVrh0kTj7sxUuUqpRdd3nrvdpBAyIZYxnYHFuu65TVXdP9RC0U9FIVABAEbdanFlb3AlYwBqK1DpJL2VayxXgJyVPieKGSnpfJNXDnah8lXCj5ho51TEAC0lFPKLC9qrJI1LSw6FmLz0gosmKx5OR7mcNGvVTelaVy8ItTstZnksxWQspZL666HWzCSVRUhzdR4qmPkWxh93j6/v7h2H6aFv6lOwwbler681N7/NmvZJNHPIhrXhE8YgkcJsf9wfrsuQVwNZARYXI0vVmBpQScRiGsUS6SFPM4cFeS7i7H8EN4vgQeQMdaPvIE7ood4dd119uub/Htpdp2GY8VDQ0QiDKmM0LJWqPrI6YQSc8oAAFCZFZ6e5PVZN7kEqpU++EoVLHKEqEc/G4qigUY22fYY45YB5OI2GCyZbWXICF9YKsAguothidRK0pQqgoEETk1crMH25v10lSboTPxcNtcdCL919eXVx58bSo7KV8f7GJQpSGnLZojm3qHk85gGKTSGXUyjRNmtTd3VyEHlYFhjC4h9e2xs3VjQg3M7eOrfdOLINEKVTN8FCl+VypKRFIqt4YkHEi3Z2ENRAp5bM+PeHBPHEjlrcKlUT4Vvjs5QdcP3MEzCEpbA7IPOzM5eH+7v7+kWTKaS7mSN326nF328dxoyVfrPJF9r1fPN+M+4OsYxvce1yoTg4lH4fherNChOZulfvRJwkTsyhTp+pVvybM0xThEPVwg0xD2UrvbtNxzr7qNJL7NM66Kl145nDMHTpEV8u2W4SIruLUgBBeaXk1QtF2NP9mnkKWbiBsFAwGKXJy2ivVu/K8O5KkKFsTwUAwBG4elhCkRxRvPAsFHHFG/VrxTx2uUNvPuLsf949d3QgEnzT1aNdH5q7rViuiIv3eGPS1hieioWcVreG5l2lL3EdDdxA2AyKqJCUlUbGoPU48ar1buAASjiiUqA6nLxS7MherE5jY0KGTVvRA0jyXMk1WpUtIr5N2It51KuuSMyV9Z5DZGTfBiTyIWrbqIOLm+oLKkA7msJG6tmFH6aZhuH723jQeD8ejBubZnGm1fV5cGAwm6Gr2sb/o87bTtcha0lYM08pNh+lKZE1sic59o6knMqIXrIR+3M2HQ1cLXyBcbkRVHZjnss5ZyUyR0IfHEU7xyd2m0TJHdUOGa8t5Rg70QAfpGBlQIEVLkZEIJXRZ0XdGO8cpM7j0jMESOKD5nk9OdAOVggjCQHjtMkdQIiV0inXSi06velx1YHiAmnOthmswojlqJ7kAgMP+0Kks+asgnpbtk4CI5MrOd5eIk0Z6sqVog0qbZIZjycdX/WfuiPB5CocmFTIlbYV5UtnZELLrcjUhImKB6pKf+p65W5in2r+kCb2gDg6RSFrLsAxYyNhn1A5/85E0LfFYDbpaTbgE5ekORYSHWGxf3CCvnNzth8AsDHUT0eNhZ9DXr95GpX2Jvnz/w4urZ2UqJbSgH9hD7ViO2+cX25eXmxeX3gVWsQlsInjc5WnYqq6pa3BLWVM6QMs0PT7EOK2SdBKwKcxZQ0khAtM0X246egFDSsxjmWb2nWbaNE9lZoeCROnbHyawBxOkY62apxJa2XBCpJoIbNyKJ0g9K15IRNTK9wpz8ExmCK9sJUQNRxCUVlPHSnmsgr9UwYdVPzBcQfFgzt0J4gNO04sZ0Wxn/ZmnkMsCIQUCHj6ME1UjPNVME1QajLkEaHUQtwU6hTvqPLGKMtTvEIW7uxXR3ssxdV0HPR4fNTQCOSW6mVlUmWUs83J4wjXdw8wpFQdmhNeOU8VDksJdgGG0bt3mLvvJtYwnrZaXgF1SapbfTyo0FrbU+YSqponT9dWm61bwGZAJXcTGdZzK/Ybou+5w/2ocB7NC5our54GpV19vLtxX/Qa0srrc6GHIc8ScNu/ffPl2hxICX1OGYpmMuSSqqiSmleZxvpsOe/FSu/iqiqvOc6FI9bnMSjFf5RSpSxgKYpOyzdZtbcUCn4fh6F3p0zzlFBrswi1EEgwotdwVSIEiNGFIVJa5JGA+x97nJWtY/RJoL+ma2tppMTxtmCyaK0/UIKVO02gehlfnsNZaCINuQdXqQbRKIXMnKSrm7rOlnAHj8oY2nYi2gAiA+29/9etXX31T3KSF3lX2KGR1bwGcZ+E0sW1ur4Digdrar5SpBjoC1BnOFYF3B6gWGmBQRepAOaFI678EVobLkyQG6ywyN+tyR1CSWriHk9rYBvU9iCdWu2lWEUht94fAMkWhBUjvAPUigYvr58wpRGfH5JyZUjnSRoSlfrVar4rVwl2Ueb68utHQ7dUz7fvQfrW9NpHrFzfdJncrWV930ov3Hr3fdOmCzFY6t23K2dEHs0DnWd1ttBSAGzwylQGP0KQgZytBTaSY04KBtaqYJGVO0sEIH+bRvHj26BGpFhMBGkjBLpwRtaVo06C1DMMXPvJToxM1tX6y5yAhraSxCUKDKOskBWcliNTCRjoYUaPvRX5jIXHWsr2u707WCgw3bzMRibmUSlur+7LgAIuYtW9kzvq9j15cdikFERaaq3CgjSZecgl1yrMjlLLUUyMCVjE00uZJ+zS5C8I9VBaaIJeeCWBA6qyS8KisPRGCxYpFUOQdi03AzFNK8ziLyDBM15uVw5fhaCxl1pyXesPleANt9F60iviT1x3f2R6i07S+WUcZveysf/5Yynqw3DmsIHhx9fJ+/9Xj487N15pr6nd1cZXmueu2uZeuw1affbS5wC3GrpSY81YZPDweNt22LwXIoin7rCkrGOPo40Dz9fbmsBtgDpi5J5VQgYh5jON8mZKQwaRhYUUcUSzTs1pmpPDEmKbJtZcU7Ig6H84YBa4hSZCIBMxSQyVCQW2dtd5xQ9m2pUbnC9DByq1pSfaFBlYl74Qn1Y8uaA7aNqApLpJgidikzCe6w8NEFBEqLVHEWm3HKl1YynMCQEqy3axsno77HVpNoBvRIqRFzTAqDynaZI6Fkldr5Cv0ShIxz9IOH6ZpokjAPOzE3JTWcSTqcG7RigSArQygGZpoBfVev1xTCkBVh2GSZRx3PSHeGlSc/M165EhII90tsdby8jsRVVjYPHeb92imsHF/3N0fXj2WYZhE5vBJNA3HnVtBgMLLi62S2ndwf3lx+fL62XZ7dXPzvN/o6rq/eLaVFVeXXXShGy1ackor+FocU9HidCRzjZIkvXj+QQNBzOm1jicJJRzFnBICEzMilIwSmWHTJF6SFI0pxcTwIxgpkBEJ6IBUwyOi9u5vBRlVOkWgaHgP3nm0ZHbr4ICIRU2ekopVky5SdqaM1KDZY+mnqE+S+jXoqxDhsuwMhzVgx6uA1r3JXS/UQCwD5prkhVt4efnsappsN06y9JJYXNbmO9d6kRawt2PTgCYh4W4COjzmoppqg6Tcr1KXWmebhQjl7hEmi2C1/FiEm83zHI3n0aTJ63QzeEo54F1Ow/GIc/P1GvhWt21BnpenAqH6XWVc7+SpiJpNeRXad67Jp71Pe3i8fvvw6lZVYOPRbA6UsDp9lHcPu9R1ur5YvXjeXd+k1aa/uO42l3nbyYpceV7r9mrDjLTmw3Q3y3iMnc/zOvWZgJXpcNwmXXXb7Xa77laJyCJJFG0UAaZxSLmLABxUBiBBL85Q+JwVfWLHmeEZZSZGVWQigZlMYAYFLhYp0Iq7mrTCA9TgO+05q3o80YAWjUTW2ac8x/FVdVSTJE3HVW1Vx3tEC60q/rPYe/da+dhURdQ+GiIIaGt0A1Fh1yZt+9KgrH67iIa52wQbVyrnykrB0ybkQOWQoEFiqN6bNLe+MkNIugclC1W1t9C5MJgpYmhNJc2tlOK1W5h7uCfVcPewaRobhN/cxaj4cUSoCgOqchiGlLoqiCKc3Rcuy3dI3/WYyeJYtQNd6xrPNwWExPbyechKtI8YdbplWh3z9rc7iPYoe5SpHKfxOPps6lICu8lKcJJc8gr9KlKOlI6zRQoXzxvZ3PTIMXFkR+ds4tKnkMJSZC4JRovNaiNg3/VunoSM6LpUS3OPYyEgogRhSKLVn3HzmEZF9BpJkFiIIH1wTCKsDNgEiLgihJCAMgRoVXZo9W2Qp2sFoAasJ0Oz6NHmri4x9RIWS4tJZel/sSAq73TIqtEN6nSmpCeHoJpSkcbHr2KuXT8cx0BxLgVzJ1Q34fkmEvXq6tllX4u3AuHemvuc5TNOvSFq9MZT9vLUmjJgNgmTiApTXq3CJlCUK80rgB6TlHmOsZS5S2k6Hruuy11vh+IBdzezzFyPb8CWpgAUrVkHFCtAHXYIFXpYhMSyqDhb+SAlp26IqUlwnPSAvKNCw7Yvb4gS5dsYhuCd4XkklPzsq9vXL/K3+eKyVk/WRgjb6/ccEexU12VMj4dhvbL7ybrVunDPFdljc71Kay2T64o2lvV6kwprqzArjPDj7Fd9F6rb7XZ3uKdbUq3O3XGYotYNwKovBnMJRjT1kBhKz2LqoTFliamTg/ulZklBiUjBJNW8LWVBdXGq+Y34zqgDMBpfc9GhT1TsSUbRwqS67zgJXHP2Tna/WXIGoCJuAamVPLGQRRweLqFJihVRiTDV3vYHrnPLwbL5qyp8tsJ7FwVxZybdB157onh4IDVWMBdyXY1uavWc1xbJDbUTDzePrFKsuJuqwOdxOMBKmYfuchVwqpIbza6y2TB1Ypsrhfl6lSVt0A3aTcXrBJlTLNc67REMD01png9mrSVD6xR57n99kjlUdDZ1ebEUZ2hpaSfUHpJ4+eySGMInK8dEs+FV6fud7X+F/Ox6EMqXv/2tWZBysb7Q3Jcog80Hx3W3Gh5syrHS3uDbjdIwbiRd5nSp835MKZnNns2FZWrTrKb9YduvV+v1CM9KMSfOY+7nMq/WvVlRTViG66l4gG4Bg9ukjCzowjU8o4yi7GS3s2tRyc4RDgtIa+5Qf9UXdyf0b2aSFpeyoTr4Die4Hu8GNp5Yy4tcVjipFmm4V3B8qdmoSyyqiuULfYmtc0qPh4OqRnAuJamycsoXZ62qwz5xNsjmWaB7LJBGno9mak+R1wJAuKO1qlMIareFGuKEAwybrczU7AibHkuZqP0wHobD28Pu1fD49bh76/No8wBwmH0KL3AXhXZ5tWZFH2qnFXApXmkNmGqywCyaEyJakV73cyXtU92oSdtIhlPeIRa8bnl062616cLHin7ZdL/m2/Hh/v7N3avH4XevDmXyMg9uERZvXr/d9L3mnqmD6mzm0j9OUaQ7GndjmfyQtxk9ZKWxwiSjZ7dk0qupRY98oSK+Wa0SRcusZVznRCCJpJTCAhB3SyrBSjuvZzUYDIukCWVQhsDFLdMUpbqe0enj7KUSjbS2rTk3IAEXsOlvrlPLF55wkIXcfSqLXeKqUzvBJavO00undwBVxZwzASG1hUKLUyOCAoT1fZ5KAaEpFXdRrbnWhZ5W9YwEUZixvpm5GhqRDbWnWVVNJ2SbAIVqfgIigJY+AGqXTwRRfK6nH/3qut++6DY3gABzlClsnsf9NOzmUg7DZB7jPE/TOI+HeT4cD/fzPLl5awLYAp4AYB4UqgrCj8Ncuw0IpWrTc1bpXb2QkroXcJmbU//77uZcPr+KvEbuQuApO9Jmvs8xuqTHwj/5+aPKPB1LGFLI4+3D49sH134MHmd7c/84aW+6OkaeZVPSFh0jl8iWLnJJVjgVmT05e4kcs8yTHdabbtOtO+0QIQxBKCWLFp/Heey7nFSlFr8DGhLmAhGQDglRRCfWiSWWTJPKAxMguSl2MyILFcEIQUugyyLoFZ3x78xpjbbSCwjfAmK8Uwd34q/X3a+qoUp27WkfXju08xRvVWdCZBkGWP0LC7BSnRhOgkkTwb7v67W0Co3qlBBKhOs4ztM8mre6eFTnbzmDRGtYGCJSG00uXVF4msHYGkoibJ41acBVSVAlE2DU7iUqKdVxpWbDcHgz7O8kyvHxdni8nfaP0zhGtMqp08IE6i1ptXYW1ppdVk1f+VR/WzpeNbm3YNBiYYrHOyJ6+fwaqogROGonJNY8rvy+E8k578c0HY/ToXgJiRCLX/7qd28eHg/Fbx+PzjwbZ4NJsrSeI3mSosWyTxi4gqzoq5AersW0eBRI0VVabS+yaIdQhDJyEiDG4xwBsmY7k5kHacWrE1WFzYq5TQxTmoopPdOY4fQQpCxMOpTWQIVCKKGkcsHBq9qT2qp1OcgCnD2505q3FnGnHPmyE8sbG4R+ClLq84tSO20NtNaSRx2HDHMHcXmxOez3STOl9r1rTeOqcT4pJlGAHiKpzskVSc6lwznq+NE2fIlkOIUxwxDaGKULF4sUNwcEdLdZ0gYR8PGwu0t5hSjhJpLImMsYHsPhCIdZUVG3bYTBDeHuZm4qPDFkK2sqzHPO81xATpNFp9Fq+Bg1MKyrSj6xTARTQxkWs95MwRNp3txsIYIQRHELTWKjvNTD1wdO+0DqD49381TgyKGDzcN+/OXvvl1ZXh8O733wXGSwUsayK7QSMrl02UryPSb29bhikpJVLHnqiHmS1WW62KKE2NyL9ElnYgp4KV1KRVREwo1gOOCuFKfDwNr8K5xugkiIFCWxJPFR2XeaIHPBdAyKhNZevwFG66T1pBfDUy+8BsyLxQbinaKiplhbMAy2/u8kpXWQXb6koY9kZf8sNTZkytEgPoREuOfEnPM4l0DoE6g1AgunpF2DEorQJK+/fXv9/NJtOI2hiSWpYARr1cbyLdFwRwpgZLQDEK21vU2TyBXJnDJi79NAlTNo5j6PoztBJakiCK/xO4A6TwEn4WwwG81cNc3zXEffeYTgZJGkcZrOAC0W1ENUNJ4IrS+CetqevNnWlSwhZS7DXArQ5fhkPX1VDowyHuO4n2Iy0xJrCYv7t7tvcv4ww6RLF2uZrAzjFJbQzVwdjm+/vX07xKQpZEZ0OpaxA2dxCLttt95c6Cr53pTSkl3uwzD1KZeUona38NmtVFZCa9sldQa8JxHCNeaEksQ1rKMNqiKilGk3d5suJQlA0blg9qmMBVBCWoT0blRZ/cNApViyeeyOYIiwTZVGa+exNGuqOGP1F0FZvEAuhU1ADYcioKpLXSUQ4u43N1evX99pypgKAJEKWAJeszOnjEqkOjeQ+uy9q1LmeSzLrOLqUiy57FPiYCkebagLWr961supn/V5IhWCzFQNs4MidSM8PJpukAi4OY/Ho7mR4j6XeXQ3kN4GH59GgkBSBo4pyX5/eHF9xVaSXxelLtmTbi1RcVpSWMxU0ilH1wzRaXsSgyPmOx8PKWsv68fDgcFn/fTNo1y+eDaOeyevVhvNej/tYWGT3e3ivRfd0bRE8rQpsplJ51hiu7p8sS9fuBqymCEFp73dHR8VSUW7zeX62Q1dZEKfVuv+AvF6PI5d1xURJJrQoxKGUKt1KUQtz6IzkATiU581eSSfe/EMaC8aItS0sk2/4iiaVdeJG4ltlPW8/+ZwPOyragvwPBkbIKvn1ra4eaQVKo+WoF4CnKaiTibqqaSzwVWtR35F94zQJFwaHSAkJY6jlVKTqBWKb9mo2mK8hbUgAHO3vIF0pVjMfuoiD4LuLkubHizQV43XKrep9ichVERqY842vtQKayYcLFZZ+A4g5z5p0pRai3upw51immeC8zyhDn+IQNAjPNzc53kmaVYq1zonHYZJzwUucId7nTp/WsWznKacZbFup9ZT774nQRF2TOvkwt1hhJG0LumPrubH3e7nP/1iPpTMtNsd6gAVdXkcrKAL7eYSc0hhnqWbZeNpI6vt5upCN5ykYEVPxfvwLs10qK+uV2m9QgY7MDN3ScFV12/6ruslC0VEpc0hrfwU9wDFZ0eEzUUZnQqiJBQlxGexSTpq1pqSSquU+pz6lFZJOtGkaZUury8ur+v4P3zXY695zUUy0WzRORKuEtrQj3gSHsRCx/FFaBuGuqhmwvwEtgTAYTyQ8fhw0ESgEi8o0gZnRjsSaAw0cj/5796UX/7m7ngcHx72j7tq4gPBiDAwo01mpbdUEYT0QFZ6RXeXLmcBuFsScczhEMmMIlLb3dCNkUARAVV1lTLI6uF0/YoiZrWGrg4oqYqaQFgrdKFQ3JlSOhwOmrNPU0gd9QCtcdW5KdiCTIenpLOcTnp1M0zkScFDmhAu3cpmHg9TdYNUO1ds1J7Nu2/3adP1j8PBRKTOIiICstpeScqHsiOKzd4RnaRHi9lVVlfMd+g5HIZVl8LUzGK0tO67qyt2Akeoi0qfuz51edXNWR10QjWVYhCGahIhTJQexsoPdhEgbMoJysgomb6CqTCFiot1AlJ7pUkIg85aO9ehn7tZ1m4Doe9kKup6tWR0Va610qNqptat8QTb1LTFArPEksWrThZQW5kYFpAwpQodQqbpqCr3twft6DMrOMg2hqBW69MQFHQqSZWIeS4XfXf14eUwTOvVyqxOO66eSJ2IsQRrOBFEBFV1toREVByhIpQOEbjbXETVrVxcPCtW3GbRzJSUnXar0Xc1GHRzLyUQue+HcVZmM6tz7kmJKKis0IoTgYCnlI7Dg0pyTPWsu3vU6X16yvhXfK4GrLWNlbcMGGvTkaeglCMQGlAJFSOZhIkhllP6pLO33/rt3Cmx6cvo7kExrHO+uLhwCbAfx8ck/RDp2/3xvc3lqu/TxZuSv0Q/hUnKavBS4Jm80Hx1GVbBOmcWmndZokuRcm3/pRQIUsrq7sVSoLaKDoQELaDUpNCYlK7hmZ7pEhSlGiVrBH2uXS9DVEKCpCTXru/W6939fRbK0+4qSxi0yGrEwnuszumZJ1bteJNLniKEGmDUVW1zkhbYPCJSUgqm4ahCoeaU57mIaIRTSLRhQyFtqgxaQ7kAXMHD46P75MF5mDyQQEHlg54L/6qKtJrCF6EVq22g2oUtyK2ZISkjCIqmEkOXc4Dw0JTJRMLcNWU0NjVSl8epgMx9D28tysIhIgubMBabHB4hohY1fQQASaX6qq1TavNEYznSkbvugEON+AlWTvwT6UR4YU5hKYROo1CTOKEiIcjk73/AP/5dt8O8Lr6+nD75fKvXVx/96MXl1RixDy+6upqPk6VZ1890A/O79c3H0F9oP7v5OtJhOEiv88G6y5WvBEO4WqiP491+9+bm8uIxIqtOCEEtDCVd62xJYjldVRICYUGWpJ5ZsliiZ3p2ExVmMBMFELhAsnAKSRJSSIIiWZnV7Z3WN6dQvMU5y6zYc6gf0VoqnnYicDL0fALRY8nYVSg9NBwkOR6HlERFu65/iEeSdZhLACLUNvKgBTUMuPlo3iXJnbj7OFjtX951bYhgJbfYMrAJdVZn1d9KzrX5E0Lq0J0ll1D9R0EIRTQheH29LmUqU7aAB8yjmKuyUuREGd785wAsnCIValqWAmRjplZaMhFmZZrn6iIJpHibrLLEQK1MvtJuc+7qrUdrIy1Y5n4vp290H0STge7U3Dkh0th+Qd/k7vdf+p/eisnVvEp/7x/+5PqTj60vj7tfYPKgg2HHh+LsZXbSpe831y8/+vDNl6OV/cN81LXQ48NPnr14+aF0itkc8zTtH26/6hLMdZ2SIzrKBGggItSdVkQrAc1qhhkeCqWJdmCYhDEsqyXOOUqk4FxnHUQImBrMHSxg1EZFKrLebHe3d/ruKT375cvwoYWm1F6Q5jadIvTF4PPMlyOXkclNcCGkRXQ5dV03lznlVMxQaZbQ6uuqSrirKqO2+qpsM5phtLLuZZ2F4dKLMEdEOmnz2jl5uRieYjYhreGolfpUaodPa4E8CPg8ciURnkXXF9tldKgTKB7DZMM4TZNNs03Fp8lKqZ3Uq1dJd6tyVsl5J/ioXkLO/Txbp3Xcj5iPQDZzaeORzpkMACkleIgohHVXPOxp2olhYXvnmuuN5B3mAqEmdbrDlHSzF9fp+3P51RAMvbv3q48kcdWtb4JTKW42Ia2Lco5pEslYJ04ffvrjF9sex7s1gB2Ht3G9frmR6xjcxUPL3e1v+g4ds89qRIIIkKGC0EBwpjBI1BIsq8i3IFwgtEm1JHqmZVqCdSyRPWYyIyJcoUkkp+BMJWoRMYVIKhKS6jiXJ49l2N+SO0RIhDWZq9vuCNpivZc4nrXs0RvYXtEZnDo3SalMNJHt9rL6tZcX2zINS6TuOed5mlNOMhURBhmcgVABwWIYgS5JFklUoKQWHLfcr1O0+RzVo2smven4J8AvEXX0J4E4PN5t1y9JTtPkSDmnJk0kMG86rlKKrdaMeoBmMc82TnYYhnE096AoWeqIqZwy3N2awtYkx+Oc1q0to7u5R7E5SdQ+04u7GREQVYNLSKqpXndBTPN02hnDHphKqWi9ahYRRIJCwiMIEQj4+cv18evDq6P84tfffv7jz+Fcdc+P5dF9mqxbdZti88zeNRnMuSr9xdXHn6/8RTfcjg+xvcg4JBp8dojfvflqtVEFeRDOrlQJ9LmbAhJepqKq1QxLI4laayXnYXPRXpWhEhqudAlLXgBzSSGAMnU5TEFIUihAAyGaREWduc9mT1VdzcIsMFJ7xRdJCFKWQIRkVBBmibvbevuizxb/nlEnFYOaOxF1MwoioutSuyOBqPR9f3g8UiSlhKqYwJMHXCK8+Gx+GJFUU420G+EnEO6UFDU1wAXOXVQUWfs4tsLLikfWA6iaNfUUKaWkrjvup2HYkyhmc7G5WNflvk99zimFSgRKJyEJ23VfnF99e8i5O2KMgEryCAp98pRyiQKWUmreH0GYG0WmaRynIedOROugNE1KMqlSkmqitFYYpRS3Jya+24x399K5bHoXUNISBgSRCKcQlHWS3/u4P369/+Uvh390e3+zvqYmsHfmkC7SxmOC6uTep82EAo6uySnRRX85GkhRHMAcw3wrOqRexRMLdPLMLsMGcxFJIrMyikurhXEapI0LcDjEJdGr9c7whNJrSDGgeF65hpsHKbV7tQrFkQQZPlA0sTB3/fHx3N0OLUZqUPmCmlTmRg3AUYHF1peoOvonSkeFF2uJEgDW/t4CVJoIcu5UNcLROMHS96vjMFXHbt33t6/vqcxc0qoOX2aRVloAqrB6FCI9OQMMd2kUrJrRaL4FAXNoqkVFUtMz9QCauwpsHli3hBiGMQkvLy+7rBF+HKdhnNzj8eHwen6Yy4xAl3LWyH1e9SvQABfpCFKQc+sl0cTUIufVOM8RWlvhEULherVOXVcr7+qhNvPqSK3XqzCHwMzDw8qpsz0AHCaTSIfdYZtSTXm3OBamqqjNBOBu3Ob0dz959i9fHf5ff/wX//y9/yFWFKn205Nbl5hhx9391bV29E22jHGt1sPKUWkRhZwdk48Pj33qKzkopexaq/40JJxw8mmhhZeqx+EeYRARrzURbgIjheECJ0yJIqAkqoYDugCWrTDYQKjmyH0fef/4xAdtEVKb0is1p1mj1UAD7xbnsqKhsjT2OMkysCA+ARG1Ns+6kR2tGFtvY1K42Wxev3lLyGqVbTa0Ml9rvbzYenZW8lUEmTRKCSAcp1Rn2+XlFmoE33SoqlggC828ttWrWFjU8TYi07ifp0FU4Pbt67cp567vt+t+2/c5pXXfz/O8XeWcOyDm2Q7zPB6P+2H83VdfeqTLq8toQWV42DxHSkRUCz6Z2WwloHXQbbNQAbdGrgEISkq1gy5Xq34cxlJMwOM01ej+tDv3bx9fbpIOw3yc6HV2Hh0eUm1bzSCK5hSU617/7ufpX3719o//9C//0f/o96k50YRQRKe04+GLX//q8tPr6yskjc6mXvYaYsVzqHvA4nC/67UXBrOwE46gGOkSQJkiIJSaOIylTqFtQNDDw8ONSagiNNKLJgWYlkyQJI0iEWFlVsk1LESKIAwzERSKoBI08WSz21jBFnA8ybIvMhyQxSH1Wv0SEWeewxPs30+1ZbUgrs6FqXVqUfF1ugUQF9vtw/2uzn+rWJb5wqZuyXVI5a43+Y/05JJO9LxTsUlNKVJFzYxAwMmESn3iot1rI19Hzt142K+6dQnY7I823t/vc5fGaS7FqiouczGzJHp1sb2+7B7v7z778P1vd4c6uKmqOndHaLEyDIN5ZFUvs+pFXVwRmltKiXJ2laL6+0EL71frw/FIcBpG1LzCE5z69e++vvn8BcKn3TEiGLV8OkDSVHOmpqAAOQKd6vtX299T/OVf/ep7P3zvxcdrTknNRZw2Pjzsvnq9n/f7v/dZ/+Nn1vfehURBDynFWWI6FLiu189Zwou5G+FzMvfZ6TUd7F7CSpUNA9T9tPyMgLOUea3rhBCYCBkmdcxvGCSEStES1jGBDLpAKB5ZnIBAIhFYrVfvSB+bz4mFt1YjHlkybwuEgxpCncgc1dC3PlxsclVz1AIp3nJFp0AbFWOhOKJfad/103xLVSyxVzRM6B00oGrTSlhNT3MGlSV4hmHbvlKEs8WpOU2F6GrFkrmBOcLKPEJhEZIEc22BEx7xsNsfhxktdxZukZLOpRxev52nI9F99fYhJKk5KmrqhqA5h+FYStntDjbbi0+3qmql1AsqpUzzXNG4FlXUfxBKXa02bq99KhV4W0oK2mMaik0+7Q+SOoS4NHQiMUVtoh+JqhGSU2bOoH/64YuhL//Nv/jTf9j/+NPLjdib6TDsd7sXV1e/9/n733zx13/5y7j74u2PX8an6/VN2qxGtRnjrsyDa6yspNo0QJIBBSqoaV1VL4bK7wxneLg19RaQoIRUrE1AhEs4YmaiMhKbUw4JBxITpJp1iWZbQzWXIm5GsuueRvF8YlWiJYbO6N9y5hcRRqunbVMnG/BZe+U0uKZpYkfIAp409Kri64EIe/nixe3dA3nOc7LhRudU6jLuEa1TByI1L6NpzzpJG47aLkarUDW2KQF4HSu2JBy4NAQPn4t2GeGtqK4qzPBKXapUkerceECEx7FE5AB2x4mci83DMKqmMIbP43iYhjKOx/1u+Id/9Hf6FUS0YEbLOUFEo3UToAe8FDbNQIqbzUtgVBXoWUCL2X43rFj7FbD6Na4EkiJRU4TCKLkXJrdI1CC+//HLP/vqy//kv/iL7z+XzfTl9y+mn3ywXefdy4+v837z8Oo39+PtT2/HXx/4/avL7z9/yUFkYI5OkG2OmEEjikSEww20Sg9nEAkotSM13CleJ6uyWS/SYBYQR0QiBcaAihfMHiWYKyRPVEvmNc4QSpBJ1cgIf2dgOSs8UxbVFFUWo7a6q8ySQJ1vVysbEBFwLtVdXJIkUYdlKBkw8wJVBZkCrbltjcacfnN1qUy7/SGlTGIehrGNPbMmwo3PwgppRhvyVZuHPVEw4SZ1Gg6f4A6AhWO51sVMEIR7zeHSyqRaZ76fcF/3CI8gxeooD0c43GwYRtTqaaAmx8ZhJFiKWSnTNO12x+O0e7g9/L0/+OHFWutsXBCMYFiYtdRIVPPNCjWo1vGKVFU8sRpPvSsUDKNNwxTDTIiyI1Qtx2Q+F5iqdsqeoSgUI4pLeE/80U++d93L/cPucHj86P1nFxlr9Y34jz+5ebaKC5145MvNzWfvfdb5pvdt5526cHbMkCKYgdkNmNyMEZo8wuDN368d3qI1FKsqTUiBBJCZ3J0wEUkSRJEoKqrKuTVGAlQQIcq2FrU0BwggpfTUhiqcUardkBbsBiIWkk0lxjvQ+Hh4ynA6OUuNRfqksJNwR5K0APlY3FWZ5+nm5vlXX3+rWQMmRG1zVNGl2pVeF9djOUTNixQQXMpYqkaqDnW06HjZ36WEaumByNaKsXXOo80jmUSYVN8hFkRt4eTuXknXc7EIasqaNCVdrVbFSi1OMrMyT4fDYZ7L/dvD7//kB1dXKxc4S50F1UhPZm5Wb6ZOBqlhZZvzHUy6WLTgu+KJmHH/9rBaXViZMM501yAEiqQhYsAcGpKCLFGGAg+6K3OX+A/+4NM17p5drC8yttl6tQ7Tiw0+f7nWMr/sV3//80/XzmyiU6gnmZQmWojiPhQb5nEuzgjVoAaporUuxd0WwrqQAkelhbk7gh6utfM8rEsUeE7CFkBpTSOhFpuf0rs5CYlKbw+JJ3S7u4n3RY7GwWX0SraXZeJaK6dnneDdfIGWcwlfeoDXFhvN4MdJbktAtSKaaJuDMox7IL74zW89XKnKFN5GPdQ0EqK1GZFFIhd/jVwm3S8ZmahE/OaWLM4KhFTSjRX0aH5vPfe14w3hVmrjJVJbNUhzYGoEUseD0oohmHKOCE0p5TwOI6I1EivzPE8DgNu39z/5/LMXz7fVJ06y8tM8ZiLM59m0I5bWKx5enSIPF6ZT+/R6xp5WMBExDvNq+8H0sIsECRVJLHX1AzG5hWMmhTlRaINzrYKQkE3vH133n15Fn5E1elrvY2f2w4+v7Xf99zbP+sgyGw7BCRjpIzlR5vDRxTCb1x8oQgModbwxolhFlURPMZ0vyTGpBVsCy4IsOERo9ZQVKH5qiVlbakhi7eBSJbVKLcoyoQAAIA54TGDA0HgMEEKIJIEIlTo8pHp4jSjaghMugGgr9jolcAQIQ2iSOnTa3UqZkmZCh2E0L0mlMnmLlZbNb0YctYteo0fV0H/xkk+aBi1q8wo/1ZYmvsBidVqmJ9XirnVO43LP5q4JMKsNKJQ1Y1RHG0oEVCTgHuHmJDUnACo5aXYvlX/s4XOZdo8PXdfdvrn75P33P/7oJrx1qAI1asPHcDOfhmlb5joX+ZQRbRhH+4tG4IkD/2R7guHx9vXuquv3+2PP7CRUwgABrbX4aeyHhJichTAoBZSr6+vbtz/Di/dUSpLgPO8fvvnrn/3ZC10/6y/04DJITMAYGMERtjeMYBFMHH0eSpmjzEpQg4Rkn2a00jMlF0UFEOIOM0+SJABBVipDwr1Mua/ECDAlJsEsUCIJRJAEgoBBEJWIJhLl6RrUaKe0ZFXzKOGBqXgAYZUeBkGpsJ6KqkCUSjmlb+rJ92gETAm6QanDMCCMFGWa5jlnlYZXuIhyUXzL6LmoNOYGID2lLJFnmIkL1aoG8miRXVhEneBRa/JJwIPKxUmIlvCAItzcRRUWAVPJNZYUUREk0sxJppSqAK36XpNYsWNERJiV3cMjgm/fPry8vvnh5+/V9vo1dAM9IkcQiMfHgyIRcHfR1jiEDSLwhXAlDZcL90B5kkmSkKB+9eX99adXPUZOxq6LOQTM/RqSSsCNrce+UZywqK3HSX7w4ub2Qb744tf5eWh6ePvmi9e/+ldxP6+6VV5nHsk9OTGOEYPjCD84ZsjIuZSxzIPZjJjprlI8SuuOXbELxDKbuAKQ4T4Nvskd4YqQcMBFXOlZMMM8zAJa0+YktdIU6y66u9WZAk/a0Z52vqnAhrpXSv//m70/6bFsy9IDsW+ttfdpbmeNuz93f110mRGRkZmRzEwms7KYZJWaAoSaFARKBQgQIGiiiTTUP9BUmknQVBrUSDUplQRQqgLIApFFsUkyu4iM9sXr3Z831tzunLP3XmtpsM81s0dSQw2qigcR3pm9a2bn7rP3Wt/6mnuOUv18Pq0IM0VWIKNK/Ph0vjJVOxQit0rVDSG41uNBOIQ+tCUXtcQiNasITHDr2j6XXKfWOBk83PkjnApLAiicBgL17+xU/G68VXdVJrgJc8p5fuNBZnfnvKoZSKCGosJBc2qb1gwnFCjXQhFA0zRmJhL6vp+nPxWD0HJ7cw3geDyu2/43fv392vpgZoNXXFDdfb/fuWGx6lWNzYndqo6vnmHEdWpbmyQH3GdM5/7dURZmVby5zY+75rDbdud9/UI6GbGGGHRm+LkXkJJlg4KMAHQB33j/Xd5++tEnH/1i+/m5vrmAsy1efznsw7jwFkdQBgb44BiNkvuI4hi1FC3ZNAFKyEwGnmlc850kd4dVV86KYsNhITA5GMbkgVFXKsHYHVbARgIJPKdlzVyj2SIVM8/uTrZ1Wn40U2kJM/ZOpzJvroPqf1Mn5cYz5DjD9FWl60RU4DQ/uUSgAoY03WJ1N+gxdWaplkfVwcHUXHOZA11ndo7NT81cKdP95AjhhHidVgSAaoPjd/ld8zF/Jw+967DqGledZ59aCoeQbQixSVO+A2vr3W6aRrUQhcViJYyipRYa5nZ7fePuu8Ox4+aHP/gmXEFsbtU0oH4OuIzTdDyObdOpaTETN1KqNQYRRBjQqleuzqYOOFHJ+tBTjIndLHK8ui5Pf/1xGF/7MFHTsTtlB5mlJBIBWMrFJkSgj9GaesMcvuqaFS/5lodDswot3xq2Kd/i+ovbJ8s1TwGTUwKNwJFoRMplAo2WBysFcGaFp5KMo9XKx8kdpahXr/k7/NGJnNi5FOVY41KNoK45MJEVL4KGYGBB1eCgGgexQNxFKaNa5sIMXx923pOZ6g71AC2vE8p6hDDc+Q40nT0wT5iW3bfPDnUXlv3+YG9fiURhXq1WAJdScp4Al3mMziTsru7GgkDBhHUeI3p9tu5HFUCYsfh5mQIgqFIjrrOdbu2UZLYCrlwbc/hs4FAdHBzEKCXFtoNDmGII5mr1iCWKsXF3ltB3yyDsKMQgsE7l5ua6mB6PU3D5/R9+l7lU0KUubTWtASHDMGxvd23TAyhabq7fxBCL6nK56vsliISjV0gLxiJ1clhURTDbj9Ufr4ApuhrAx21ZLZfTXt2Km0ogA8Ay5aFqsDSOGsHrc8mChMCxY26cVlFo03z1+rBpU56AHH3In/7y1bc/fBqMfYQntdHKmI+lKHxfcrGU4UpUgGJmgFrCjMfVpTkbizjcFVBosZN8hwDM/iJkwnAYrBA17uZkRZWNQyAlk9AgENF839x0Npe7e0Rn54M7HcIMM9UdGKfi73TIzqv3NDe6O1kffMIMAM4UirTbEgciHvbbEJqcc0pT2zallPrCpahpmVnLmEtbP+2E81eG1UCCMOOdYDicKgvfhLloNfOozwhqjokTA/n0Vs8Ijp6it70k5pXDA1HyUqsoZo4k7l6K9l3ftgFwtSo5ciKUnIZp8qJ/+Du/GcVmLBBelz6dePbb220MsSK4eZyCkLoSfDxsD9utE5omrjZnXb9gSH2EUskxhppfcf/2WGVjBVctKVKzFHurqbC7jqOTSeyQckoHM9jSaGq5gEA1w8RRmFLk8s0nG/1iimnXcD9ly6PtX5XXdPPe6hEXLo6hlAQbtIyaC7m5JrcCUXhdo8ris4Qa9iALzudpDhSINbrEjAFyJajlJNQVy+bJrGMocXMK77VZZs5cpZtE1fbNipavW9j6DJPWyYaf0GTMO+I8nZ/P1UqmOYGRmAXfTnXWMZ/LTggsItEd1ULE1ZMZ4MIws7ZtasWZRQKFGS86GebNx7rf9xyVABzmD813hedG3mHV1ZtOQEQdgqsTs9nc+QlL0dkEhwiaplmiWAn5tblj1uLuvFz1XduAoKYMIbIhT5rNDD7o7/3Wd7vWzYiqaOhUGTvgsNvbbZAoIg7PaVx0HTnqzXcD3IPIdJyaVoktNqzqDmqbEHj2/Lt7a3RShwnY3Rrpw+pZ2R1pKjMcRdAysFedunpgZMpD7n3BIAoI7gITTy3pd56dffwXX/gN0178NuuOPnrz+uw3z7gJ2XxyJPdBKEGKWQImYgOyuzFRDGbuLMQye1XU40grld7V3MwjyLLCEYUaJjETuLhHIZ80SBBCRU2MatSPc+3i2bV6MFMA5NT+zOc7nOs5WjHIOwVyRWzutsW6M95VsacPuD8A7OdpOtwhBqsKB7h77Qbm6p+ohg+bq5k0bRpsnAoRSSCpaW7wO6dMwhx4RHyKKaJTYTwvi9M+S6By8hdlITUPAnNIXefzLu1m5sKl5DsyS90DRIIYKbyJzaKPwpRVq/FfkPD69WuD7253v/PdXztf92oFd5jbaUBg7tv9HrPaxNzKsu8JUDdxNpuHrgBilOFwe9jfSogiFGXu5+pTcvf2CIKZsRBIdrfX54+fFk2aDuYWQgvANDuBkE0Hn1Y+aB9aS4pCMHJYpNKK9Z7eedS99jCW1lPhA5Vr+2IYHh3G89ATKDFNTJNJIs9eMofMpqU4s3OsaTymCkBq/XfKWFcrrijFNFuMDVGpCqtKtIPmPnrWIaBl8siei0YQ1V4eRsKAMZEzGTMYs0DrdM19FD182+c33ucJNu7QnFOZWhdurVtrT1cL2XmdONXSgfl0rkIr6E9qWoXIVXfO5hKk7dou55xyaGINGFLViiLOTiYzAmNhfqSI4AKcSKZVoF1zHsyZYO7CYkUlSi73TJY6yq/jJK8bF4eqL+YgdQftgiyXfRMolSRgVg+Nf/niq7ZrfvxXP/v+tz588mRtFcdBPT/mg13dhnEoWdvYmLtb6ZpYGXfMDHc42azkJ68u2EJE5gqpCFRlBDzcP9iFjBhuJQ+Mct0vl69ff0oSi6qEOowo7llCqRmClJW8qQdQYA/kDXvvZR3Ltx49/vFP39KOY1rxVL6w8S9f3PxgvQgMMCXhyawYEiMVL+rFqsqwCJObqubKIiBi5mC5wBmFVGcOKxOXogBZMY5GrmyJYWQGQLyI58wt2IureBUoGWDOPo/QH8y1T3fgwYFSS8zTdPVr++yJNlR3zYpLze3THe5Dpy0ZgBMLz/NZltO4yDmE+RPN1YoEYRFyBGmjBAlsaiTB3bVut/Mi4GozfwfU+/zdnuBSmj8PlVNoxZgonUqROlivbbwBqupB3AvUSQRZu64lYmLenK/gSoyiSSS4WWzoV7/69PLx5Z/+87/4xvMnHz5/cpon04PtGyDkKR+OQ9d0xOIltyEwk0ioDoxzFW2gILXwqjdPiFEVp1xLmWAPkipBtT8rYBvL3vIt2dsgnrWoJ3Ko75lD3/dqrJNqLijGJp5AShYa58Y8FBdI+OCDy08Xr7dWKETpQjyE16+ujs/OzzdtMY9wFh4KihmbuannYm4UiSiwm6dBSxESni0L3U1PUSfOMz2ZXY2cyAt7IjRMxl6kzq9NKTJHwYSsBUYGjUFOfB1xs1Ly1wzu5hs8C+JOqVX/6nXXGN2xaefy8EF3dbfEAS/uIQZVZQczsUhV4XiVks8YmGnx2sKWXITZVGeUhiBRqqSnroIg0YF7V2UHTvaS88DT5inOSXzOtdusZAICSE4JHTPrlMysCLOZxxBiaC4u3724eKfvOqlZtEDXymeffvH40aM//9MfP1ltvvut907uP/Oh4zM07Lno7XbXhlY4ZC1NEBFiZtVsBuaTZeEJUZqDVJjc5jAGAjEHYqEHDQKJgTJIRdRc4dltcBS1yS3loqqqluvrxehUCk2ETGwshQt3E/WZu4m7xF27xHd/8zl6b86khHFpRVJ6+fmrDtSZ+TC1jqVwT9QzLZiiZx0PKMY1RsaVYfBiAAlXxSuhBg94lOiqUFCBqwcvpKUTF2SCCaghEziRq1sq2WBey3IHhIhpfoBBd/5Hd4sPc+M801P8fhl+bSVT3RCdGFRDb+YCwP2OcVFf0cBhNl5kK15H00RgN3aEECo+zcRWzKuwETXjjUMMlUiqNvts1jw4ohPnvroaO2y2NncPRLBqvsV1ECUkPp+nVRtvNPMFoKZgJ5DnLBzcTUJYnz/t+5VbZgKYCdTE+NGvPr589PTP/+Kv2yb+jR9800z9FNV4QmKtjsXfXl01MUYJWUuAzcyn2qi61adCQpDAImymXlRAwqxwpwAWzFx1pYcNrGeCA1p0cs1FB5RJokO8KvmySSrI+aglDWNi6tnAKlKElVPoVbrEi8xdlmU8lw++c3n2DmFNctkuAi8c+zc3w812E2XJ4Xh9zWVaB1qxLEWWjSy72MWgJbsW4WrG79VYgYmIKZCwgxSB2Yq5mqNOnTWQCqMhkHpgC+SRlFyNTa2o6+zYKZAo7gaSGkP4tVHF/R/ujCz9wb/frVafuwuvtFq3+pajvp01P2hOFSSnDI8xVBcCddNK7XEQSW1LqrWCmrKwiIjMZN76nQgRzMldmEFeE+3wEDo4HegggpnOw6/5IXHMfAKvAH7dromquJfdHMZEYqocApgXi8t+sXL4yYbEQ4i/+NXP14vNn//ln5Hi3/2d7+n9FGKuaGeKMfnV1U0rEkPMUHYNAaWUesyYGRNr0RhjCCHGpio0OAhLNFSLO4BwonHxQz4okRIlokxs5uM4HGBJxIiM2ODZTNXKOB5gU4gcaNmwsJpneJFM/UT9iGZCO6BPzaI559/6vQ9z3GGZm8fdxWLVFfvkJ5/KVB7FcM5xentDU46uDdtCaBVDB2+LBpp9lmt7xMxeBe0EUrhq4EDOpKxZPSNSIbdIRUiFiLxEKUIunrNmMNTV2cAAs5tzxcXmzJj7jdG5hqXXOUbFpPhOS0N3XY7Tya2Y5p31voGtZeDptc3LnOEwI6YhhNP7TloTM9Qw68xYK05EFEScQMIOF5mj3kCE+buByOxahVP9N2/wcxL43OnzafN3IjIDMVulFp3W1skQxEuamEPdZOuaqy/EHD/+5JeR+o8+/1yP5d/93e8bZ7K5f6XTXXBA3W5vt64aQ6NqcKvhq01smCuEKaWoiMyIAZOEKBKq6x+x1IDN6tXOIdzZUdeLKQMJSIQikcY0mCbyzKyORGzmBXBzNS/uWZTtOOabre2OfsiY6IDFwbojLQdaDljS0p99c/3svYV32dbFVsnackjTv/zTn6Lky1W/ic3x7ZXu9zRmHc2zQidoEkCEGRRCqIulxgqaImcjZyb2YpaNjWsIfMPaBZh5EIIV8cye3IqTuzhq5UdEXP0GTlK4OrO/uwOgwDwntpxCPOuOU/HjeUjITuRcmXCE+dMfQHZ3S5mBart7ZwxTk7zvOGXzWR8khEBMIQQ6DacZJKc4npnHSlRR9fpFToffQ3pc3Yvr1PPkNlFXUqWMzKFHtUKo5yXMoE6uWkQiE2kZT8irAfrZ559Nk7+5fnv76uoPfue7Ep08gKoN8snmAe5uh8Mxp0RwIzYrLRMzMaQamlRq6Qk+muEsFq464yDCxBKCubNEllB3phgfCh4SKDMXZlUdD8cjRzI7MiVQcWR4Vk1FdcoJnvY3b49vt2V78P3Bd0cf8oR2oMXeV0da7rEemgVv8Jt/871w6XwWfVl8jdzrm7L7q49+WQ6Hx8v+Sdf1RUMuLQFTkpwjPJjB7bSBzTpdA1zdCuBkWalyABWk7MUb1kAGM2ELKOKFLAVSBHLy2EYOAQyIcxQO9QDxuzOwXgrXeU6D+22GZh4p37dG7NW05H4F3y+G05lHtVhMpvUmn16oslVn802utsp1N2ERsNS/EoHJmdRMvTo51phvm8Ukd3S7ecR0mhCA7L53AdWTWlWFWdWIgpsyC3k9kbzSAqIwHMIdCallIjLNZvrZl1/cXh+HYf/iszd/+Dd+Y7Vo6/QEzqeZmlfBwzgN+/2hESk5B8ldG2aWDTxEpMncwSzh/g4BROZeXfVqYa2qTAyCufHXsRMARFNNanAHkY7HopcSWKeUBIsy97dmpsUEPgbJw1an13l1vo5rlDeGxXIIy4GWe1stMSxw6M73Fx/03/r+2S/+xd5GI4EntL68Mf9i/9WjplkIdV03ug9mgqRwYUqkp3BTJndVrQ5q9Y0RZpi7uqtbcXYhRei4mDM8urIlEQtE7EaBQ8OhiCjP5/J8ENcJ6teMASrwNm9IpzIOp3bH7yxq70fzp50L8yD01HLV3oQM5CEs+06YqipdmE+JYJgbCzjc5f7NuuuMK5p2F4swy0dPrZs/cFg+fRfzmauGk8OEO1g4l8JMOVciU51uzspBgxez1kVzYY5MrCWbqXv54sUnL1+8ZqJPP/ny93/7+xdnizuiJu5aRocDqZTb692q6+vLxshEEJYKidmM8M9ckPnGzf0aovN/8NG0SvqffaexWNuOutCU8HX/MMqzfxwQhHLWSdsYknvGXMBEciMyMDnzMY1te+mm+XaSDXCd/EyOT9YHP7YYekwdhkbS6uz6B3/rg59/9M9Kce7bJW0oUdqnT/eHvAjP+05GRI4GJ0IJPMHKHNocAEtlbAF1KmYyGybBDaSESvnLDkdk86wBxjY13EVGH+Rg6EJD3lBR8eCFSIhCjcNkU3Lnh038HejpJ80RnRr2eQucgR0/LSC/YxfXzxCZNbTzlAbUt12g6vZmtZqcvxCxz3EiM3bOzG5WtzwiVj+ZeWN2eqppg4xZtPNgB53HCw7m6hjDDCt+V3S4Q2T2DXU4MWsps/a39lWIqpO7EQfNyTV/+dVnv/r447ZZ/fQnP/vt737n3SdnerLO94rFnwALNbu6um5CEKJJtWkbEar8VjOttW/tz+Z7yrOVABEF0H/8l8enBwXwv/zL8f/yO8sx0B0QUvf++7fHjtXxtPIkDenqRp+vRA4HUGDBHBIeyJ3cEzEdbgYOLtG7i4il2W2azleHsG5p2GJsMAUU7lP3zv6DHzx78UnyEXZQDJ7LNObx40M4pvL+uqd9nrS0m2UI0VyDWgW2fV4GjkoVN8BABmSvNL8ZjOZmSlmIoufoUyu66BsLzWSNOkoTKBobSyOSgnqqsuV6Mj9skjCD86ddk06zJdzRiO52TZwg+bsd7B6XP33QDRRiMFUiFg61m5q9Z2buGwTibhVaMpvJyeaKu8KWUJONTm6+p37r/qudDoa6/5spidzbl7lXI8f7nZYAn6OMMNsoELmbKiSoHV+/+eKjX360Wq5//KOff+f5829/+KSiXPWHmkElc3Mvpm+u3tY0llFzKxwD09wS8TzzMsQY63spInrHqmUOBdsF1wV6aKV3ziKqKsKlFMDlgQKEuFrBm0gsJYPS4ZD80TKIqmUJotMIwKsfuqUY4cbTdiytT7vcb1rszXdle7kJGBtMETmiBCq8st/54/cH+tXujRYeJs90Rq6WyD7Z744lvdtumiSRRQE2Z+JAfNq/rDpk1rVS1aQMhjspvIAp6MSTcdOXQIUttx179L1OEX2kkgNCG6gQBfZAJMxBlMyc3EkfnPHzgX2qNGeYiebYjfuB0jwrIodbVZScTvl5wsn1/65OgYjA1UG7rsgat3LHsLN6IM9wENm8gue4gXkgKRxYtBQnZ5qVj4Hm4/9BweGVqOJcKS0+lwgV9axUUaqehoRaAitcreYhmJUcpBldX37x6XK9/NGf/+z544vf+sG31BNO46pT3V6BZL2+vXE1iXFKpesiLNOpB8051827SkDrTVVVCpXWzwDlhtPpiTfzoRUi1GM9hHhXbt89aAYQi5kLC6QF+X6kyCKmDmEOqmruuVgQcUfbttSSB726nt59uuBJ/TCVZT/Exd6XjY8tZ0Eh8vNH+jf/6Bv/4B/8KI0KouzFzoIhtxKubie37RPpH5MUpuyUDExM1bHHzIgNNEOO5A03UCATFF6gIx2s0KbhfGg5bNpeQjIfeg9HFVZQv6BlrKpzL26dFkneumpH1Eda3d2BZcPutWSA6WkZ4gQxno61WqpWMBF35ed87N8fUADAQUTohNvgIWmYyMxmmB31rxVQIBDqPHd20ZoVwi7zGz0L8MOpssBp168SaZxatvk09+rweWqla1I3gLtUkQrKAlbGI7dhTLlru3/55z9+dLb6/R9+1y2dapa6cZ7gYPft9jaNqWuaotr3DcFCEx/SO1RdWHweMNz5+VZLdxWJbrCTQ6sLAWSmM0hGqGOnu1cLIdoc41eZUEwit1t9vt7kmz0BMUaDwCvbQWAGL3HZ5DJOiW9v9dGF0CHJsTmeL6OPLaWIwmRMTmz9I/n9v/2df/onPzu8KTolqC4kYt+YytvbsYkwOW+YOStJEBZoqZZYczsoFVRGQIC5qZECiYbbouvIAQZsLsrYunFWSQedlhiOHiE5rzuhwOYoSq0nmSwUI4EtGP3dHeiiALQ4HdLVfcMdag6gKHwmd9odpuQ4HfR3++dpL1WQUzADo0qOZpCoAuOoQPh91Wv3rRORVDdDn52RQwims/RX1aq6ODwMv5lP7loA1J2dTuxABzM5rHKaGhE1JXcSms2RT56T4/HasXxzff2Ln36yjN0f/O733fNJ81/DPuzioO9/NZGpj+NNTl8s+WNWEWqEWaQSFImo5NIovn+Fc+MWSOT7jj5dguFCto00BroY/dku1/MdwKL4H342Xi/5i55ul5EqDUu+ttxDCFYTJ4g4gCDFREMbZCrqTByEtdS7EJkDO1tWiHLh223ZDMvmqH4o3vfH5iy6khcHnNzgS5H+HfnhH+k//q/+QkzbRVduoxl78cYXriqdRBUhakiOADTXJtuAoipAISIFK7l6UPHi+71Pi9AumjyUpm9FfR0mxVFpOG/bNBw7cORx32yg1ZGVsYS3Tguy3lkXjuX9GQIigtbIFCYxF+ET6dLRzKrx6uhp7maoqsbaNAB3TNLKVBaOwb0q1e4NwucseFPmwNXjrbrB2WwdbWrzbMLnFqo+qJUEJWGeVz8ACInhd+y9eeJJIHcT5lIjZdWIvShaJisWTn1ZJeSbKsVwe/VC7L1ffvxF5PAHv/+bwlT9WeqjsjzoDz7Zf+OrsU928vYL6Zp+vip/+l64CTwTQIDg+N7r8js34dke7GVeXkTblhbF95H+6w/b/UJWo/8PfzHy6bTZDPr7nx2V8Pd/Yy1iVx2J8MMWQYTnKqi2WgCRmNHtkTYxIBX3DIvMlYMjzLGK5lwTEltp3lxN752tsC/elGkTt3ENckNQ5wyZqFmLhAvrH/9Uu6DHTdEsVlppl5vFE1DsGtrmUGlxWirmB4e6kVsyg2kbO4JQYVcb9jq1TWhEj+7mrbdsQawswzHTcfJmGaRPR8eRedr30UYNC5SD8YrLTfHOKQcrm7s7MLkEBxOTGT1ofxxziIf7nF04H6zVWhHktU93d7hWqA6UnEPkGWGvBmMn/eXMiHBoNby9/zqw06EPBzPZLH07saMI7h5CUNM7gd6pRjg9HSDAfGa1YR6bmnlgvjNNqAbefILN1QzwGOhf/st/7Af9o9/77a6hE1oBAGz0nS8Ov/HpYTHpndSQQK3iN7fhj15QsPtT+HKP//6X4d2d8/3qgrhfjNYWfzTY3/4sU4j/3sdHfrD+Tp+Gv/OrQ41jdHztiD+dFnzCp8WNmGR30Gb9iOuEwInNxMWNUWkSLlCRYjz58aaMO9AA3xUcbCzdLZ3f4vwal2/p0Vt6/JYeD93zzbvfPzSNdkN36ctnfXPZHH3KkrlT4xKqvawpvB6vqqUY3IlG9bbp2YQtjAekqeXMoUje52Vcdt52aGXis5A2PC50v+JpHdMCxx6HhocSJ2sT9S6bqB28cyzAsr4/Q/rN2C7z8nxcnB3C4hiWk7SZorqoE1jmhsgryVNwwhkEFoSCUBukC7JoYtdE4mrnctLeVWqbgWomZ/WKqkJ0cp9N+OukhU622l7pLH5iHtfLTCvd+rSG5vV9D8vWeeUdU6qKzYV4Nj11sHAppQ4K1FTNiLhtZHs9/PHf+t3Fsg6kZgC4Tf5Hf371weuEf9NFju9e2+pn+C++KVv2P3wjf/xJ/jd+5t01tXS94P/X33jyH/2zV0352hpNgf7z761vVlLDFpsm3n3ohIlSStY2DZyLK0kgl31pQux0gjKziXMwiBmkWgW7RPA0Kabw6vP9e806BKrSsXERU3eWKEzeJmpMqADPv//7t4dkw1erdRN38Xp/o9Eyg1r3iDhA3NnMXbWouKlZgJc6i+h6qA3H0fq2jBqjjDdjPA8ravVQOBCcqfPNcjoSTxYumou9H8wPQ9Gx6a04r5pyY6VRLMnNrbkvcoIEZwGcQghV/upQiDncSlULWcmNUHBlV2ETkKk6EdxMZwo9CdU1MJNx7xLs3GvUvc+2jaQ++7vXNK07AIdJHNU2AVWCXPvZevoTYGbh1BnXgc7853lPVEOoBJaqZa05BVztZNy9gqDV4JgqBRNsbv/O7/za5fnSrTzA13B+m997M685B3651n/wDh2gf3fX/M4bFwOAd7f27p73Pf/wxf063rf8j77VvTyL7271j395XKYZMdkcLEi8WdP/9Y/f+Ts/uf3+yxHA61Xz9394MQYfPZN7nd7ZAxxUJFoxLda1vYPhFGMoBhBt9/5scz692jJiAKthrsJITZWCROPjkLnhJHT98vgk9OQMJZuKLfimWx2abkDvzNmgrk8+/O6bz2Oyz3bp1vrIK6RJZRV1a3GgoE7mXtxcS1EyLWYopesWCvZB0fVeQit52g3e2rpZ21GhMM5uEQ217bazEpIGcB8WhGFUzV5GWYU2aKe8pnAmmo3PWxznO1DcgjA5CUhrsCXgrgy4CIKYe9N1ap6BrNkdbE5i5EXMGFZzbWYgW2oIk5ubUGSplmPkVffoczauu1UTxrqKSFH32jm3LMgsxnT3UyNfkbDgJ9/eWZIDgzvAcFZyqSwpOBPXLk+cGKzqkJm7OVuY10E5nB3rzcJNQTI39yC4P7ua7s7iP3mn/H/eiQctXRP/4Zl/9Cj+hx+VJuO/+lZ4taSLwdoTuWHbyX/6O4tjAAX5RSdfreU//rNdlwzAq4sYzZRba6iy8QAYY4w+ucXQ4KRI5vDQCcedIEHIoVZBABcHcZiGAY8WxNtSw1RISLWUxNwSAZlcOFDE4G56nabz1XkEo4Am0cE96BD9VfA3oEcQvxnLW9q/PD6xYdGXOLK3tll13rA3TsGRC0wJPqtfzYq6qS+bpmhhF4W4WdLsPa+XXaw1K1BZ9yUXHawgEjODQ6hrwt1gbpqTq9aBSC7ehPsih9ytGLhmY8NQkSWq9sW1mjRTEWaiEFtSg/CUMtAqUYEP6pozoCKgIKiWIc5UM6bdiaXOsWssours2ICTTYPfETwgZkZ1H5i7q5NTmBkIodYNdRB/x2e6Q4MqG8lBLKSqFRpjhjkCi6oTzSwpMrrTH/tcT9zD/4tj+faLsd6gIfpfPYqTlxhIhGMXX7b+n/1GTBJ6xxWn/94X1J62vB+920xdDMzuJCKpt31zrAt0EklB5ITQzXcfYJYqXxI+WaDg/jJL1aTDwSIBXhiczQIRc5gKQrA0DoogkVjEfbJMoA4u7krgGWj2+PKjq6cfXMoS1BlatYCbw+GL6WYftl3ZXxivUrvpvtEZ+uMvlhfy/eePLse23CQPRJGwd7I67azcDUCNiVoJBLYgZnksCSsOvckiow3WYtBjpGhCxf2YVjsKO15s0So2N6nZJ9nmhvem10l3BQenA+lAIT9YoHynHLJTi+R+NzqZPWAr+bnyMp3UWqlGQwSwctEQHC3UZ/tuQETmdVIyZhy03mc/aZhqQttskHiPorKc4Omq9LAmxqKFiN00zIvxwXtYq4RqUOs2xyIKk7sRk5mJiKrFhkuxOVGLZs/Smkt8Ut9XKJcc7kQhz4vOQDuu7jeR5+qAr1cE8B7mifrT8W5Mb5aRZxMsEeEo7CerSxdq2qaU8jV/a7hqaZpYqh6t4rUPfjqpcmeQmokQHGoWQwQJcTlOvupEpuzOqoU4CGmhiSi4BgJ4UgNbMZQwpvzZ/sXyLDz74KxpyTt6rzt/96I/Li7/+a+mIQZyb2yY+J0hvv695+1zbvyNTLsSGpAYtPCpIaguM2bWx04opiEfMdjSu3VLbQlLoFdti6yayGGUgdqQ225P61tfbLW59Y60HWiR2lVbIrLZqOl2wg56cJ5aTPc2XDOSPcf5VZGtP2AogU4MoHlAE+JMOKP5CKwmkO5OERlm6iJBraZeOZ1onW42KyjrUgX8pC4Gqpv7PFsiqiMomBoBpZQ6PK9MhbumCCfrfLqfvNbv0uZNmZmtKLNoUSZxL/Uo5Jn/bFZFS17cKo5S1ykUHk/DNnY3eGwCC0TEzRwcRCqCwbENPuH0fVjgmQYamEBNiHw6rSQwM3Vd6454AvbFKcZQ8y5FxFRh6g8kH6cYaI5RmOrsy0RQVCVgPKRHjxb77bW7wdUskwgJERKxePZApNKgFE2G4OOu5F06l3ZxFr0Dd0GzLDj8/nd+7c9//mOh9oh+BD9+8vSbH2Z56ykqRaMIQ2atfBqt03/WalAQCDF0YdU3OSbjgZqCVtCIR7W2UIesyot46+srW95itaWVLZ4UWRda2tTxztJ10ivlkXGAHzjkFr5/8AjDCcXUZ7IfTq7HJ2gRmDNA3Kofa6U0zMASk5qHINX7dZ6gMFWDUnevn+kzL6TqKGewqIrvQKjr2GYrxXnSC0CCVBI/E6qB6GwB/mCYxAQjJ0b1+LWa1lcXjLComUTPJ+ePul1yxaUcakokBIaZyzzpreDYF61+eGQAbPgwt6/X86CSOfQenl+XbtJDw1+c02eX4RtXGQC5f/sqXz9aGDOYooSGYntiKC7a5eWTD901ZFvQDtgC6LOulXYNM7giuKDw8HwwKyzBzITFADg1TVQtcLOqvAgNU6mnCNxdiWU2HCxQMdajkFtovEAB0yxffbT/4IMNt4xmlBI8yDLG3/7N75SbTy/H4ftL/3aH2/xiESZvQuwZUhQFWpjENJubqouBjPv1ZtH0Esse+4Pu22AuCMsWC7IWmScNrotwDI92OD/S2YDzEs9Lc7bTdmsRb4fxi729Lbgmu4YfnA/knp3G+/Xpc3SD6sxHIq7B2uRz3OvcOdfVZK4iUjvsOm2vDnBebeRsdtARgtYTnyqqU5XEdSxSvaIIzGYuc+YxnxZoHXn77DjrGkOs1tzMHAAG9G7jpTv6Sk14MBdhxZzhTvPkU9TyTFoRVjM6jeoq0lS3Up4fDlf3j9+8eLrBh0cAaI1+/9r/y0fiMmdpffNl/ru/GIzxkycRQT593B8/mxaTAfjel8Nff2M5rHsQsdClL7vdvL8ut1MnfWmCmF++2dZ/7LJfvvNuaEnLOB52ZjWS4X6BxhC1lKZpvfJrSLw+YFJrJimFRDKrg4J6zaZhYAQ5szngBSKdjhypISpwHid/Oe2ePVtDFKlKrsOqW3TPnl9MRia7MvaiFF/0LUljRYqhCLFnrcxT0qoBly42Nk2HdJsXE7Wa2ZJlZ+7ajhfIneXOB3l8xObW17fWbdGmuLgZ6KqUOI14k+wm8YH86LRnbF0mn+SG+HC/QMnJ2ZnaICXnmegDPyXSzCP1eVVRZQ7NW121UKwIPDNVu2CRoK6zqMNchEEeJOSSq2zd7ZRqQER1lov7r8LMmMlNDrfaJDkBTOp+yuoETtVyhVt1jkuYvemrjT5mE4pqpl+dNEXcSuUaOEHNqkmGqtLcwfOr1y/h/rKvsAAB+O7r8nSn//A7IYP/+LPp2bYAgOGHL9KbTfPVJSfGAgDQZPt7/+j1v/z1zdvnq3dv7Df/6mM+EXP67eDMcFfyn/873/vt//LPAbDad3/88le/9e2hX3WrS80ZNqneg1YhUmz7UoyrIlkLN8GUUlJi4sDqMUYuSc2nQEJeI4/FrQSJoJRsV/dUh4ga5ZiPfPWmyM4fP177aAZVzzDfv9MnWamu2M8bjGfL23g8ejAXVzYE+GTuKKriTuatiE3jaJP1E0ePHVKj0tNu2icnhlBDYzgb5GyHzU77IWz2tr4e2zeT9cx+m/KbQa8S75huBQfBAW63TkeJ090dIGJAGyZXlRArWmleVE2YSynMxMwhBFWb7SDnEREDc4rBvOD4ZNnlXiV/mBudwoQgUlf57NkNd3OeDSr8tK2ikjbrVB7uqk5sc54XeziVm/dd8Dx+r4MiNa7mODNQ76cOvxJL4TgJ9ghwFDWDMUi1uvfS1c11GqcYmy8b/ZNH+OO3s8nL2ej/0Y++BsU74cfv9i8uInH4p989+9s/3S5HBSDuf/Nnt/jZLb5+7S7XNZHS3a/ff6pRJCuA9//q8/f/6vPShH/0v/gfjMsNOR64ouL5t/9wOt7CPY9DTmMes2YH0Lao9pyHwc8Wl/m4Tc7CDVE0JzcUU/YQg26WqyEbglgpIkLksMSdv9kdDofDh995FjSQx5KV8qSyVG9daUrJeyqkBgM7eC6P1DQVbcDMklPyOMReuBVtFF2wVicutOjieiGbkDopvMm8HDQmdEdtJ14M2lC70pucr5MfzSfXsdjRmiyB46HkmriEu06SeNPTpm/M+WY/pFxXgtR2rQqG6gy4SoWqp1k9kc2qO918OhO4OuHUGqDOiFRL3V+L6qligKqy8J1VKTFbUeE6z6vr3uZxlMyAfylZmB/wQenk/zgbK8+MS4KdZBVkqpUmyeymkMoFJq+CKgPNUpdKNYHv9rvbm6u+6cYpT8I//vVNeZz+/Z+mf3046UR/9n77599ajIwg+OSd7rBq/4M/fbMaC/5/XIvd4BIqouGMF999//0ffXK/U6byh/+3P/nH/9O/U5pwL70CSC7a5SWI2mVx5zzdDvsrIlhxy2WchoAYlrG5NS0GD25CXqtqMoC77mZ37PoNk0kIxdwtEzk8B5Kh5J/89VePeXV5tmmpibGhVWzKAXnfdqP5wekGsCpwycVctRQjkjqHDiyAKYsxIZCzFhi6Zvn4XFr2xk0WSu2kIaHNaDO3CW22gFx0KGVQPShGp8Epw9Q8Z9XcLOShc9i6xzLGlA3Eq0X/5mrvbETMdWJJOE3V7/T6FQirYAxxXUD3dogVkDIWVtVa9VVnOKZqPeFuVrNXKEiNEIE7ByF3NWdhh6O6MDiYSLPO1A3CQzXZiQ931xNV5NSdiO3k/F19CVlEzZooqnNOBTOTzjRPMDlsnKbXr9+uumUqmcw3572K/vycjj8Iv/US37gqdzkR1wv+J99cvDqPU+CawcAi2zP5h3/w5Mmt/v6P34YyQ1QlhI9/79sf/NUnh4v1X/yHfxMnBHRadB//7nfevPv4B3/yozhM5F6a8E/+x3/bwomhd39t5gQaYYI3son9+0ykJZMVzUc1E6R2MeTDPmcHhUpnDEzEUPXdYVitLk1LjdlQy4wSxN2nRd8Mo3/xyfVH+xcX48U73aOzRyvndQwb0bUOIFcnVc8OczKg+r3MThlNE2MIHIN3UBQ1LULd2Sr0YqGsVw1xez2GidrJ+wlNRpM8miFvh3JdbG80ghNJARWUVHQqVqfXpnc76CKIO9rFWSrulosWIqmYsZlBSN3YeJ7Cm9UbeOrEyU+m217llQYhI+FSCodQSnGrzzLMnJ3MjRyVx2RqIbCa8ozeEJ1Y93VszqcKGEAQMbWHC/Setnz6+x3Vw52MSNwhgUsqxF5K6dou51JRyHooGLRa2cP95RefLxbLYlayXVycxQZmltg/uYhfPArnI4I6m2fCdtnmCHKKIZ6iygiEq7Nm+6i5/t77Z9qIkrYhbbrctB/9re+zmX09A/14vjqer66+9XRxeyDz/bqzNrjI3Q98unqHSQXmqA7J4EQcQQA3EBisaPtJl4hckxnAgWEOBZ09frx59uE4DiW5mxJcmEfL7GgbHadjoE1rK47x+uXu1Z9d99vwdnW9Dy+O+sV6PV6IJSgRnKClnvZc2asMhBCFxclJCAFFnNoQ+0DibR8uHj+xsjnr+re3cSph4n5QSiWNCelQLIGyU4aX6hhOZbJpytItSNLDO5CLLTZniB2LlGFPBC2liU2lopt53eSKlRq25GaYa0TMpoU1lAMoqiEIDFUKB0cIQavJzyx4mouEhtmNTUsyYxbMwrb7qzrEn7RKc1Ascwi4JxLPVNCZ7zQf8WRWOLRa50wEqr0VcZ5fEYTqYTLjBaqForh5DMHds5bVqo8NmWnRAkeMDYhuetR6pkJbNLOp6nriGhMYQ9OfvUOrsy3dk17nY+Xrq/PuKk3YPjkD7lVg/8rlvjgRxuvjO+un5ye+or7sJBvzsWnISy5m7jAysCzf+Z6EsCYfdq/b0ByPbz2PbevuNo5H91xKaVxaDk0rKU5WbD/ireVYjnQWPahzqf6KTp6zmd5j4HXPIGa1YmSFrd0sKRICxVXclyaht7BcnvV2E0thgNXcRvPJPbkYMxEUng0ubvAmUgN4Mr93WG7ahkIfuM3qqg5Hmqa26apdyDy4NhOZu/UZCbI5Y8MJ6sZw1dngrM52qvUaDAIqbqfb64AHFq10+TpzYTI3BleW3bwX1zfYyStjnmDqRE7/s7/3v/fZZ+LUzM8KEIcbLDsIsUsldyzFNIiMwxRb3u/T5dl6SmMM4vCU8zBMjrxZLM+WS7Xp8y9fG7hfdH0b/jd/Mv7ra+XfXv8tu/7XT7cOV7V5mDI7doHnFJE5C1hCIKuuYXCqDPFaK1ZWyDy8JJCZnhw+779KpSrhDqk6uZnxyRpnBsdOqjWvQtI71vo8YxQZxmMQjoH+7er878j1f/pqk0ue1WxF4V5VBkmzmQrPRmBaihEoMAKJSIXS64l92rA9BAFRjPHBQXlPeD4hoqf5V4UTKt/E1YWpmkHWgEPMfvd1Okb1URDhtonrVd98zdXj317/Lb9qmLkDEgIRuVokjsxaMqyYq9fYXNXZSgZ11FxnBK6l1F22eoWa3QP1ftJRnnD72QyRHA41EAwWq9KeycxFSNUZrF5JoUREsMo8JWberJYn+el8/Z///d8sJTkywUJsiZyF3CzGxuFMgUiatuPQnD3+xt3k4eGP/+APAQjusf4BCETzv9SiDcHrp6ABAr73f/i9+l/+5H/7L4DZmH9WSVVUV4twBOBKcC23P9+/+ERHO1zd+sRaINQ0y/7ZD/4IKECGHeETCTkyMAGZPGu+lfiO40N0j/ENwQdWnm5flh+tXv/zX5cvf6f/5bP9X9Jne/0Ywy/K8Ev/6q19Rnxl1hfritBE0PH8/Z422r6/4scsj9jPnC5pF1eb93+wi+/t2/feaP/5Pmxz+/LIPuD45W0cgu+h157epvwmpx1FW8exJzsQ79y252f+v9r+5/UO/Cfv/c/BS0VjRajkr756e7vbrzeXIS4IrUMIkTqGABEu5nCOZFAwUSvVi40bJiGDO4pD/49//8/qiwuLw12NQpAYqGQzc3jTNNWRoXKDSikBBCbUA/2BU7hqmcNF2Gk2+gKdjBtwOvBP++jc+hiRzDwQN2YupYhw0dI1odoizOWyVt8tFfO2jbnMc/p6mb8DZGEQvIZ6qhcilFK9eyTG4NRtLt4l7k7/2b+h0QGAuu4gQEMUgQCGBaMIxPpBqqvTBQ/BNDo75UvW7mTWfJJ4PK1XhyUcDtYVZ8IIJ/XJmRqWFTlXEi0oeq2sbKwwq5NzXPnMLBMABgvt5oNf+8Pl8jq8eJFyMpCAmEg4xKBNJCo2J5Y5snrDUoya6gtQG4jqI+pkFkhiASS0se2ZmtZ4tz9067M8DJHEOIWGtAueGRbIyEcxC8tu8+qrL+50nUUbpt6tJYe4lMxAZ94DCyBSSy7OHUxMOinm3PAcLSgEcUSqYaLcMDEb8b15AhBE1BSBzbSOmUiYwW4uQiA2syChemlVgzM141npQMAMptZ23EyDn0rOO7DwbkX47EoOdyUOVeZX17mbSQx5UmbOpTAxgYRJT1J8QEKMUxrvZgEAHEtmBmx2MwO7pxCr19qsbVmeP+OwOVkyYV4y9+xSuCvARNF9Xp1OPC/HCA9OHc27agMEeDCE+1XuPQBynXdOLwqREzHSYQyCTQXtoE1RM/QQEWlBiuZ8qRqYrbaZ7AQbiVt3J1iNUgQMrlWjiaKgANjF8++Eq/+67DUXEISZWEBkd2ptJklm5BCQG8WmZXAAO9yyUfa2c9epwbQMOrp3Yi2lXuJbUi0ZjY+jIlhYEKVoytM+Zy5MlA/Uxm4c490C5XgpYe2ji0TLU5qCcCthxW3wegNbcjGKKCFTYGnZ4Azmhg2GUMdg5GLGTkL4mmjWZjkGs6vJbC/s7i4SiurJS8aqsZmfsMxaK5pZjE212zB3VQ0nomhdQHWB1reTgVNSkzkFPqnfmMDmCCCtFBifQVAhAtzgqooYRAJOmsD5uyclWKAIYgkE1NwCI+JSjFkcFELrUJopUJgzR2Zm/ukHgZ52egaIvJn/gRkElNNKpqoSYDx4xOfxRw3BvXcdckBhIyiSt0TsIRqZaqLAzI05qbPHjmMDryZ4BDfXqe4uBidnONwLV24NE3GAmjmnKY37g1Nj1BSMZDCQuhMHDlan0MZwMi/WcsMj8cS0ZyOtBM31o6EvX1CSaEZhJF8uCSuO3KUvxpLWj17hsGwFe82NHaJRpxvuQ2po26cpLM5+Dfh/1xsg/h685TZrCJCdriSsgmwYjXPDzgTx0MVihaOQkLJJEGcCQVic3dhYSAnEcDJ+EEY/V4pmwpJLptPCIibVak1c3xWo6wxNYkb+Cainf5WKE8GJA882Sf4AAvX5S52+ZtWi0uwl5o7qtY3qPV5hZ3MDV0NxL1pAbaUIPHQ3lla8AMTkgchrlelIRBxCNf6c9tcvl2dPuG1O/haV9KeGLBzvUhXvlKTzjm8NSiVt3y1QUGUyVLOqu2v+KMEpsDgIRvBEZefpirrHbgPpkEvO06TC0rRlcooCF2G3aSvS1lPaORAtkG9AhdiI1d1QksVAcLiZmSACOO63S6+7atGUWFmVIFGYI3sMpOMkTbPpW56mBXpMygeoK2kNpSBTU7/54DuLC/Fl3p3J+S3TynkZSy/jLr9ZPlqGi3c+f0u8R7y2trQ8iRShPfNA4+sJn803YHo3h4YlSC65HEZMLhuRNRucAwBzRpFCQk4wMmIyUZcKgSuEnJyE3U2iGPzh8+9mRjA1YdDJfvSOF0IEFnFzhwnL7GtST6N5rlQj32eVRI2hmamgM2g0f+zU81c4CkaAMU765ZN8DydC9J2zTxXbaQFIWGKMD8n6LCQxkgkp1QRyIg+hgVuMjbMFiaaH7dtjXKzbbtm0HQggIzYBA2W29CYC/hV1KLsKTvFUOJ3YaEBE9OCIryMKd5vT0Sv3qxxt+xG5eVhRCC6Fg3p0ZDfQMZmar5vlqy9++dX4877ZnD+6WJ1vEAycXQtHN1C1TKWmg84uLMKVSuv5cEVATklLFtOcFBZ1PiDBgAOl5EKy6LpxLAtiCAnYSoG6Hq0pzbRP3ll/tv/G5qaE168yXwofFvF8SjelOfDF9eF63TTpyfrmLB55M43OxGFk2+bmeXu3QOk7RRkuC99vNSuEsWJaUzUSdC3uysREsKLmLo0YDEwSI9cuWchchZgFMcaU70k/TAC8mgh7Dbr1ajRUBU+V80nuZGqVfhRCNDMJUsWcNXbdTKslTKgL8eGw+t4b2f0Ek97Fv1UWoIpU6qfMo3hUFSkR2KCVqSrCpWhoH9jOLBrLkMCePSC6mVsWiURFmnD26D0zHY5vy7Sdjlf5eC0S+9Va2oZDpPmgt9Ov/uB/lc8aYA3SvBadHaYEcYAfciUKgcxKlqatDxTpZNNVOuyb8wtaPMK0zbuXw3CgThimxd8cj6++PD5dH5Ye/Ijd2xdXr17ERtUn4Bg5d31YnS3StAtRu/588c6jSg0yVfIA1enw1t1KGbXkSE7C2Yqb1EmgAyE2OuUx56LUh8Cj9oVsJFkKJfAgOjhFGWTozpnOQ+HtWZuenNPr/eum0J6WB+vzYjPw+ZtBbsBh9Sydr98ekR6dTd86Oxxb/D/nG9D9ME4pFz3q9kgWLBSszXtTc3Iz1UihxmWwCQMcSKutNjuqg4i7cCiW1dzYefFAk4jKcTZyMndGAN01FF7N4oi5muQACIFr5UCAxKBWJERGyDlVEUo49SJ0miGdBkoOnHJhALgrVWOpuhZ5DvXKRflOJVfHj0TVSAzgECLd07xgZBSlmsiTEhWWEAgqYbk+fwYWYV5tnppuDrtXx9uvNLuWm9h2XX8uXcOVVQgDKipRf63ZTjT7/lhAEhgQZqENvsa2A4oryi9/+lff+8HvuhDBbbqFgUPA4n13O7z56f7Vi2TqkT0EVW17QSiLRUjbTKzOZMVLmYhHt1KCHcfb29vXRJPbwHKzudo8/+4q4hFJADzlqSk6TaPlAmLmgMDckkSQF1eAA4kkziU5MSAMRjGErfc74565A/VAw1evr569y9OqkTZI70c+WLLLJdb9jlbDmN+snp19NqQbps3q9sUVPgzNgPMpNWO8t75p6S/OHz8eC5flcbTYY4zLJm5g2bkGjdbxeQYbW9FyGge5KUsoWljI2OESiB2u5V7VTSfngeoQY1bcyUEhBNU5X9jhQcI8Oq0zVZ/PZgKbGTHHGIsZi4TTWjxh8vNv9yj9qQYwgsxxHIAwl5JD4FK0bVjNvHJ+GChUhTbh5BJ8v//3EtCwsY7OICEBnFhW5+9IbAEFEVxZ4vr8ncVyddi90HE7Hcbh8Gqx6Lv1I2lbYnMzuLJ07g5qarlRk1WJWljwKUKJXObO6mFIUHYmevfZN4bD0K2Wmm/zzceh67XfxO6sHD/db78akRVmykZMMXabVdPeTpopEAqDnCic4n2DV2sQh6m6G6NcXV2NP/vR+eLx2eN3G9988dln39RCcCEuimTOYImRozViUHVHcR/VOEQKIsSFcHRrJDCsK9wMwgcToAd4q5mOvGhymCY/rs+WSTRT8qVToOZdPz8eLxbY0IvV4RX3PsVOY3+b7uN0f8/+KYZ1XFy+3t3eTtLRoZFHDW/HGDO1YwwJTaY2ObsJJSbUhs7UzLwwsas6u/vswEv/msNGJd5TTcJ1P9nXEclMgTD3GnJREx/ppB6eg8iIarRJ7eJPvfuDeedDIeScPGNGEmyOiq4TUDBLyqXjoCXzbMVIM0JQkygl2AP7flmIjgWIFEmUvRir9IvL0G6qZ9ZcAsPcC4V2ff5uyYvj7pVPZRp3w/CmaZt+fR7anurqRICbowANoEDjbvOfS4AJAsH8IcyE7CXvXv7iry7f//Wu63X/haWSKMUn33abyrCl0IYOQAETvJsOskvDatNrMQnRA6SBjSzcEExVQ2jgyuylMIiLWnDf3W6HT49vmy+XOH8bXj5bjBI7Qhu4AcZpHP0whdK6Ue2AM2hkUZYoQWfLN4drYIYq2+y00Qhdu6VhakE2HDui5qvkk1FS9tRuurQZhCTx6E91KW0Rut2/ef6dJyvbj5jdb35r+8+y5M7eOXD45fb4LjeNPDU9H2h1tGai/ojF4O1I3cDt2IQYghol8yZE02zGIFGYSMi5iBN3D4cpIKJaVs6Lp7rRmFXlZ83tqElI1WT5pCeZYUxCFZ1KXQsnwvIdQaTOLe9XKM1FqSkHZACzb8RM47M5md4h8Nn1lSpW7x5CkKL3z1cpWRCMlKv2Srjrz/uzJ4CBaorAHbrEDHNCaNeb2OZ0fdy+tNGmcav5ENu4WD+TdmOzyXv9EbTCUoDNIyULSAGF0Tx49o4uYfPBN35XKdPkPlgZXNFfv3h9uaE0jsNhb27cBUh/fZVfvbyOiVZdw5nJIU0kr46ykZzU1JGImlIScWNWRHqHuGEas93S4edfPvnt9ir1Ma9CeMaenjzNDUZrLUluhb//kh4zZ8hXnL3tCDXnCUXEiYlJAbWaqsAHzccgE9PRTR09ixA1fTTD8eb2h+89ffnl2zbEUMQni6DYtPoydxwPt/eapPLjYj3s4rbt8fj4pjlfiOCINOBwpMXRFxFTJ+u9q7CwplJCI1GEnXjQzGADkzQ2a+/o4QFV8XaqvusiqkVCwOmBw93Qp5aKdmqxTyPDmuOKU4VJNS++NkWnk/7UmoOqL1N9DurmVvX8s6q/MqDdUF1IT7a5DjOYqgEeJBA98PZl5yiuRETs3vab5foZqZy6HAaUiAEnEncFATBiie3Z2ZO15ttpeDMdrobdLk8lNl27fCd0lxAARtQQUiWrE9RRCNFdyCLGB95MSVyti2cQt5S89FZ2xyR//aM/++FvfdfIrMQpDyJxN9rrN9fr0HdtFzIDCMQGg4GcowZVik2t0Yx46ebMztyqsRtThiVbSWfX5bptJ90cMV3ZcJnH56tXF9/c0lLyWZLH4exqEu/bLhBx0GBjcScVPuZS4IncQxjNB1NngZbJUlMcQTfrJXJ6/uy94Xp7PJf+vfef9c2Lz99w16CEmBabsLw+tJvtarg53J7uQHMdj7dpGsbmvMUgTfSzi33Dse7TWb2XoN6IC3siEDnBmAnq3rVtQUhFzcXMkV0BPLBvnvFtsxpNHUOsUWA1n9JdYcFgIlVeF2qhKhX1dPI5YsGJoaUQEO5cSe83zNNec/rdMbv+qsPMUVV48/bJZKgeRzWScW7Ximr1jFC912zEvvUJoebfyWJ5+S4VhgPGcAZq0DefToaKDwRAiQTQ0CylaWK3KMfr4bjNY9D0yunt+uJ9WVy4m1MhOMFVc/WrIAqnNn++bJ+oD3AgMELTrj6g9vKnf/Env/bhey++fPH83adEvTkdj3Yoxyfnm5j50cU7Z+fvIglGQ1IdNKTw+pOP4TwdLFExa1yNqCcKRcUdJAT1TVg2JY+vdramN6tHh+N0m8dLL9fGz7vl42dfLdZu1+rXZKqyY0+ObHwkGhEnbweWzFPRo3lH1Aoyh8Pt0PWh7cP5sn/86FInNS7n77/fvAUWnR/6J99673g4HiYfbTTg6Te/TbxaBL7FvIkOH+fwWMSQxvF8sxjejjiXs8sjK5vypmlcJwvLZJ5hozIxObyizKm4oYCjK5GDiS0T8v3tdfdcShCp/NGipVaD5lZP9KpDx2w25kRgmfM4zQoTl1kEQCJiRYPfrYTaAJ063jvSyN32V9efOYTI1FjEzJmoTrcq+aJK/eCuql5zyh/goCQkbaDMDXWr9TOCwGp7eAcczA6oFQOj0wC2ZkyBjAlNswqh7c/e311/ub95G2h5/dWv+v6qO3sq7cYomk4iHZEAud4xovsWgVV8BNxdjZQQuyY2v/cH/yOWMvz4H/35j34aOlmdheVy+eTs+cWT91Bi35wHa30gZPhkSGRj+fbmm56m/fUvPvvlj62E5EQQtwkQh7CT5dJztOOAIoQglm7bRxQCbHE8drfHN+8vN+89HZYXr+gwYSxx7NJWOQcaiEehndveyk7DwJu9j0AT442ZwZ4/WtMiPHr2oXTvNWlwHQwTLdY3uxvvQxOaR5dnn356tU/D+WbJwD/58SfG15d4Pr8Lb6xfdk3b7G2nlkPrw8vDgvrF5pCFzY9ZQrZji7i30jfLQpKUXd3YJLRqMGcYSJGHHKR5OAcx1RBC7YDgcFUALGzmqgp4lfTUpexmEgK5V7+PuniIvGa1kTsThbkHOq3KE6n+xHFyr14T1ZScwOoeTlux5szMRbXKnuoKrkWFnaKVu67FyVitbi1NWCxXT8VXpI77AGYmYneeB+8U3OYRhbuiOknPigMGwQnryw8W60fbq1dUNKddenVsF+fN6nFo10QKTECsc9Sv9X9kKOJwBFR8Co7QBDd877f+7vc7UlJpIhpGZBhhMmSqn2heiGvIi5C7eVxs3vvmb3QvP/tr7CynKnMlpljcVoslpsKNLBfnOl0tY9/E5th06FeTLIZDnzztyvH5+r0Y3/blehWdb9UGox3hqLIk3HroyW6UArfXhmILwvlZfPbOxYGU4uVnP/mXX7z43Mr04Te+dXG5bpqIdBhMDqVszXLbHEP7y48+Xn3AN1ery93pFhzo+ElCZl6LWhal45tdu2pCm0OcekmZ/aAWmBqYkrFbYE5eqzhnFgZbUVdqm8aysz6YxTALVZW/ElF1baiqAWGSEMdxClEqXVlCqAessKhaCMHN7BRMUw/1cCLcz2L6up3OEygnOLHP8cZuTuwwBaSahiXzJnJWDSxWjS3J6i5e2yRhEXlQoAQO3CxXT4RaUkAZqAnLTsYnvuqp2Kj0PSOvPrSuJwmBmRaJDYFDs754ttFp2L95kafBRpqGbdOtY3/eLC7AVc4R4A+Aep+AhipLhsQru0BB1NQprUioGs55RI/ZFqbOcuujD4aRMzO159x270l889lfbHd70xEZ8JiLrfsl5USl8QGNC7dLHj0NO3+yvOmWgVe78fYoNiG1zTuLsF2U2269PTs7tOtCO8KWpWVawIKZWITIzizSr3/znbJ8sj/eHt78ZHe4bc/b3T6/3H91mHa/9sO/m24+cafxmG7HgSLdGt1g3y4uoBGnBeqrjV9fvxy2y3d7vnAHjDTtczzrmiYfbYIP4i3ZBCzNLGtGtUckcjPzaA4ydjM4UXay+y4+xlhKqQMlreGwUqVOBqKcS4jBzQGXGIRYZ4GJszDgld1hcA4CdzcE1F5k5tvdYZ93W47b7IDiZk4i1Se3eoW5g4hrjpG7uSvq9mZuDjWNYHpQKPTdouufCi1YGTYLo2AEI0C9AmYPLnd3y6C5KFFVYWgeWGqNqoAAxLHbPP1QtUzDvgzHw/6VXb/enD1qz9+VZmX0NWcRolz9AVAqj83cnYzR1HyvUwRWzfoyIgUKvDiru8JSYURyJqrqaiOjdvHo2Xd+93z78tWXH0+DDqMEkmVcJdvpIZVs3LbNIXjKwfrAccpZV8+v6Gxo2h0dGwxL2na4uozHHW4uzm7PNzfxPPNO7G3hBdOS7EqbVfjGFN9drr/cvbY3b55+7w8Wcnx99fFCQtOu0nTVSycSwDy+PS4Fh2m8eXO9ux2ePT9rguE0MTnst+cNXV5ubobd2dNlQXbyAi1U3GOBFITMbUZXLCqicigeE5piYbRAxp6gk0pmU/UJ/CCrtyKgTFA1cne4mburSDAHi6N63lYdGFE9G80MZi4cYvDqxmgGVJy5zgnMHy7KU+13N1SsJJKZ+Va7d9Rwc4J5VT3nWm1SjaEyL8Wo+1qAQd9fhrAiEzenOpTS+/VbEYr6mu4GFJCSZ8xyf2dmh3JsAXYYXIhAru5K0kjoFnGBlR22r6b97f5wM03HputCf9YuLx8s+zQTCIlcs1ehWf0ZG0ImEHlSIiCDACSgOGXXKTGicKh++T7XRlyp3FBePPrG8259/fITe7O/2edpgDeN58waF02TtyOF2EexV5NPzpvQWCxje7UIqb3su8ugy/eadLDXB18d0T9aXp8tDhSFl2TBRZha2oRmw3G7ffvh+VmcrlePno8vf7lZNU2DN4OEww1BQlhZ+1nziH/x2fT5Fx91LU03yqED8mmbCGeLPj5qrdh+vwvLENtQ4xIyRCmOisnpWHRgGSDZKZMoS6bGknlWKsyFdVRS4iKe7jcAtRroSOYem2hmFeas86GqpZulm1zRxNmTrA7gbVYQVWAKqhpi22kqX4Pp61H/cD+dQ2sMMKc5ZLM6SbgbnyJtqsmeSFDLAKzSeR5Yp4Z2wya1ckCVrczrs8Kfdad0eKmgppZJQgfPcMVJQA0IoNUswiy7gziYKbMRBRNabJ403cJ1PG5vD9u9b6/7/vWDBVoAEDVqI3MHY5TGyQkMhrlVdp6TMk7Kr+odLy3yTNxyPZlYgYDAAHVrotIvL8OHC/dPxvLqZ7/8LC78+btnj87PdDoUFSfp183+ODRo88Ru7XArBx3Xz/vdZXNsmzTePmtD5oV5BHfmby+e3CgbGTMzB+rXKzNfUekvnt1++nNrX3/z+buQLF3/uF1vP/5n59/6vtu4lHg4vGkI02F7sTpD4v3uAMydomvpFz13cWGNx+5mOpBSI8yNOIeUzaRRJ4S2GCdjRciQSYXM2diLowCZODMKPPtD3k6dJhKYgJyLhCrQPW0Bp7O67qs0A6lUiwcyqim0dL+iKMSmsVy+bm3gc9ihz5gAaKbNkQE44Z3Va8Tq4X96gGbbXoe7WTHzh9ZyzI3n+UVwct6r57t5Zpi7zY53oDTcCNhdnU9yJ+bT4JJR7Z/q+Ixqci4DRu4UuJGNlW4B1vZ43G/H4/bBzzbCIxEFCjO2b0bKIICdQEhWy34nAoyUPbvX98bcVKvltJXaEYrNamgxM+Yg0r37nR+uLt/+xV/+Ythty8SCDlPynJgZmkIKuWAcDrRqJ+fPX+6+L8+Otztc8tWjy4gGiA5zZ4MFwebylpzcPA8qF02+3q+frjS+E94pNzevbf9CwZ2vg0Rv0OmYjRpNeZymoTx/52LUMqbRH8RIXD65DLFxQrdchBXFRXsIo1opVtSDxNaUjZvikaQh6cykWBAEFIK6F9fBAoRcvHgesvj9iwtzUZ37GHh907TojLSbN12jRTHD6NUT3KqtSU06qFtbPYzNLCz6xbDb3zfvd7S7uW3iE1m4sqSqgsSJqUYvlmLEVFTn+b3d0UZhms3sa0k3pZZ0hOKenZS8uKsSmcwjBCeY5f14+OrNlz9/8+WX77z3rWff/012NR1Iana9z14UszR+Nqyq321leTkRh9Ctn+myLM7K/uZ+B7399KP+8r24iERhjqWEz+OnYg5jB1qGMYoDsGzkRIWhRPMpUumwXPkzMvv3Fz4NO9RSv9h888OL3R6x34Tl+VT2+yO3q26ySRYLT8ecTYFDztLzq+tX6/djXHDs0TI1nsS1QeojNW4oxEaqHhCGfV6rhO6iNCtaXqxEpmk3TeP26iZ2FFbLPLzKzaUvNkffHsdX0nfRWqWvxekGXmrKIlEic9+gp8GHwo4YC8LkMVM7Whicp9iNGgr3OikXR3JxQSLWgOQ2uheEEjg/dFhHDLE2DA52uKvHGGuIhwi0mDsxi7nN2gqdxZjOp3y66t1emTVt19+dVQ+2GXydhwoATg5TcE35EDcVDrnkGMQVLDWAs5KrpC5XNfcHGIRnR8a8Rs08w4sxO7yAzF0rU+m4f3P79vOvvnp72B2u/uzPQts++dZ7JELMQDnNQuvtOMXhucIdFLxqugBQ485ELUK3fNTdfQ/TtNdXn3DzOsbF4vIDiucATEGkDiWWopPEFnryHSgOdxTAUePyKAOqpkzOhqQ5E6VpPGg+MpQgw/Go05Rur8k57d989osbkmmfDqMG6WyapkLerxeJ8zsX3dPm2fnTdXwm/bNmP33eTUfONwGDkIpl8skL0rFEixEiFoOI6GaEKlo1zYWTigXhs3N0z9Lus92tv7na/+rjl5lxcdEsmtU+KeS+iHvx6SdnvSz7Zb9qS+AxZ1oQohlH46Z4N1kw6cHr5G1Gz5lDgSWnTDopZdJBRQUTggYbik/3QE0IIYRQtAQOaqZFGWTmTAJ2s0rjqy05EUk96/kU+V60BgfXmtSZOfTdQs3CLBLyE5RTi9B5oFMJJuzkpiShJjXABWLFvCVKVprZ3ww8hyM6QKrFH3DdfMpUGCpQWHLSusYqfc6ItOaj9+vLvuPb2xcvX+7GsXz0k7+8eLwOyx7zKnz4NPFsOYUauiyn0fxsT+ZuRIG5vfse/r0//9/hvznX9fx79XDVT/AlANxxj792vQV+efeXb/XPAeAWgD4CHrYY3/rm+7ubr66ur6UjGKV1WTxfyUqnQqltCoJJm6mbLCRqgzXpOFFmzsSFPJONLkV8NClsowWL6XhfhJp5KQWA1xGRu6kKSR2I1x7f1U40T69u4Uyk9WSvMg0CQFWYybHpeE4iAO6adNQVSnCaf6/lqM9RNpWHfpLOw+eVXYGhKvWpDmn2kG5HJjP1OatYzSJU9wxyoLgroAT1otvdbtE/eu/9pyx6vX374pNfwBRUiWkPXnC2kqgHfpifqpmeTESBKRIJ8DW6zX/nL3n89J0nzzbrzbJfxNVFH5oAof1YxozJWGWRIdU3TwflwpSBBD2YD04T+dF8hI+QzBjBDxMaqKLJqkVr5keMEYBqcXdimR1rH6wx4YqMVh/defTo7syiqkxA17YPD836KwEOm31w/E4z724KdzUFuenMkqocKK/Y00z5m9H1lO7ZTJ6UMnmGq7saXN0LkcEy3N3V8nDYXQ3Dq1evvnz59qub23G17pxwe3s17nYAEVc/fD99t+bmMHUrVnKtRAEATCSYh2QE4K//3n/y/9f3/L8p1/LdPoiwxLZbLFerYh67JvSNRObYTuYqfXYp3CU0SEACEmEETSwqlNkn58KNNZIEI5W92nB/SFZJKzPX7XO2S/bZKUSC1M2k2nT6nE6IytQEaiDOzDRnhleH5bZt0zDinjFyasF8FoXOSaNzBg2pU2Wsz1b4Mx3PZgLe3MiDwQSUB3Tr/etXi2bN0s86Phh5gWWQOeiwffXi0192fb9aR4lheXb+5ZdfrtooksxN88F0wVRlLw84WKDqQk8sPs8FqvVdfRDv2ADyk//JfwqwO7vWfMTONeVx0Dwe94c8gShSG/q2nTyN+9cZx+vb/fXVNCqjODuO+4GJNov+3Sfnx/0WsBhpsZBXr94sFnF9tlotF0HacbBueX673ckirJ6cJ0+74+3q8fJQjoe0l9Y2j86Wj5Yl6PZwfXO8bR+17Xv96kmIu08W4+cfLI4X+madXjzvD4/At7/a4g1vdJNfa7trfv3539wmfPrZj7bjFPtNSof182/E1bslHYnJwmq73/0X/4//+2/8jd9cLNZjHvY3r7f7HYm0fX/RtCuRaFb8MKoOu2P7vGuWi6MnappioiTJeETQ0GSKOhiPsAmcmApsdMqQHJCsDJkKSxLWWB7sQWYWQqxbhzDrvBCduMbNEwuDIKGpUDzLXIyZeazujTUgzgG4iATAun6xu7l5EBFyR2oiOunS69zPnUiNwD4PjoxrwByR12xYIlN3GFN08nZ5OW3vIZ4mxFe/+tFm+bRbLGm5Uh1YiERAIE1vX3361z/5y836/NHjx9/5tfdudi8eP7443F41IZrlkieedZ5MqCqZU6HtVBFSmjl7XrFiIiGqZ4DUb7+ipwhMqDYBbWglLt8J3X7Yvr19c3u43sF23bId8gSJw7aksZiJm4XQkGO56C/PV9OwL5rMymq9YbK2ZVVtQpOmtB12abIn7Xq1XN2M2xVj2B/HNE436VgO0iHGrjtfqjjYj9PRIzXLliORpQbT2bpbxuy347KXZRf5WDZtazFdf/rC3tI78nx89dmbLz/3vm264F1cXnxLFhfTuBUmldXxsN3fXK3ON/vDQUTgxLFfn3EpJWsJsmaK07RNNkz6Niy86TbmiUTHQqOGyWhQzZEH5UJNdNKk0UWT6WSUiRJzoTI6JbLBLDslZr0HaoQYpqiETK8aTmOH5hJC8NqiMIpqdbwxdcCZEMNslEnEblaH73WSRE3bm/mdNJ5wJ9sEcM9r8nnEdMLMK++EraiGOVGY5gIUDIARmsX57fX1/XePUFRfffmp0fTO42fLx48ortwzIb/85Eef/+pnFxfnRafb26/+xT//6umzx+88u/zrr16cPTqPIYa2Qc278WxuzORVX0inb8/5RPU3nNRIqC0kU6XFVFt9ojtqH6mWED30G9vtxsPL8/Va9SzlXCbcHLbX+0wUzdBJN42ZIX3L07grw0TisRFVHY9HJu4Xy8NhSOOOHLF/xEwkYb1eTcfjcNwnH5+cPw2FM6bFejmOxzJl6bxfNEFi07XNKgS/9nRcrYLn3It2jM6mUNRzTscxMMW+H3YHPm/aczr0a9bl7ni7XjwtJgCPh7feHLXwcZyub47DlLvvnrkQN11JSpFbaYglDYd2KhRFue02nUQpVIpp0TClVDpK6iO5SlMmo4mosE5GmW0qNqlNFL1BAiZCBiX2yctwv4MSi2phrgGcNfB47hWyKjPHEFNOzERCTFTbIgdKURY66eGchAhUtAQ4+ratdh3zgpw/5+5vPo/dMaucIHNY9/2ZDqo6/DraEq5QQOwX51ru+aAvf/HjNKTDcd918dXrz1bH1xfPnjfLMycbxrehbaakTLzdbff73c9/8atv/dr7y3VfLBuaPBUQuWdYAdc0HfDJWPS+SnYFhEjcufb4wg3gaircmCrL7PbD7O4s7UrNbr746OqLn51fnMPD7fbmOIyxi2XIOnnTMIobbBqnNlDftsuejihqvtls3LK7933fdqFpmjfDzTQZhXw4DtKo9Hw87HKZNo/Wahq7uF5vwioMaV9QhpQgGpY9NTzlKR/fvLfoou847zcdr7isWtetT5NiQnTScaQsWD5RxvHqKvGRF+9th8NKAlCU43Z7HJK+fv3m6dMzCbTf3lDTNH0HakAubW9pAvE0DZNfnT+7sKi15DFSpaguRbUwG8dJIcqWHMUpk7iQuRuXqZipDcZFaAISuJBNX+dl1mw3zBaKpWRmhs9vT0oJYKqapkoHciNiYnE3EfFqRlR7GfZA7re3rx/Y25/SaOH3i7Q2SrBqPV9TOqvFTUWtatwk00k64g6S2K1C19ID65ubt9cKMy/DOIFQyqhlarvYdNR3/ZgmL1o0X9/cTHmKLb94+dmTy3MJXtQO26vzp89ICGSAgIRlXoKV4lcBBJZQbw3cCKZqEgIgzORauArVfW7qSk63b99uv/q4lHF1vgGHr158tduOEruSzCj0fQBYmMdhBKhtgrAJxa5rzQs8MRTuBgqxLVraftUvWFhKntrF4vb2ep+21nlsmrbvLRgJjdO4O+68s/VmtR1vQkBoZKKxYW0DGtHzBS+IWk1syJnSYSzmnSy2x2PHVGCEBa9tvKVU3nSrJzfbq8ViNY3HnMbjLq/O+n6zgDo3DUVJqrFbEnPKo5Zy3F6FcXd2seGoJDTB1NnISZpCIXuYlCYlNA0PDDVPbkmRQEqUKVjwBJ9AxkgmyhjxMOhPrZiZqfNJxXEKM66kB3IghFAplHfzTADuyix126ubDkBmGrb7ayu7ppVpdNDJvfZOblzDwSq3xyveZDV5rv4yD+SdZtK9V6sOEvji7ImEuNo8AuaYs2JJNZtqjESMpHZ7GMPIEjhbigEF9PbtDYg2yz5G6lrXvE+IbYjHYZ/HfbNawyNVTjaAuYSRWcPCARA7Ua4NkQL7HKPGXnl0gMPKcHzx6aeffvyRl8wS3OQz3QlJSblr+iY2h2GwHEpGiBinMU0DC5VS2nimNhqsX3QpDZbVLANNMWX35dl6Okyq3DVhGkcQTbl0yz6XrMOuO1sYfEzH3WHXt4tJS79ZG9TJvUybVd/ywJoXbQxTYjedXKc0TlPry+k4Cfs3Pvy1tLuy82/wtKL9LwKaTz76q2fvfwPDcbF65PEIPmSnnC0XpSgksQ+tWilpKof9cftGhmNsY4ziDIVOOR0Oh+ayBQUKcVQq5FP2sW2g7MlJoYOTggt5AgpTQjBGciqkk0GVcO//yrPJUp34GQjMwiDCKbyGYK5atMYl8qmjF65yWVIr1SO8Lt9w3L9dd01q0zSW+7Lza8qPyju6Q5T8bp8kYnPDHBROdX0yCdyI4+r8kmCbxf3+r6WYq4jnUpiN1E1scg2RU5rMaLfb5TS1bVwumr6LMaLkcb87avGuCzXh3lBcDaEhdytKUgkGThTc3aHM0dSZxc2ZAE2OAA4MVzcmuXn1xc//4k9fv90mM3IqiqZtY9uVktu22+bx6ngsCgmNiBC7ewFZFFxcrEynpomh4912R8A0HQgsIkQUQxjHw363B3rHYrFu3d3I46I1x6LvnSw0MUhrRElt1UXuqV003LqX5Dm5jAg5MtrANE3kXLIu2lXM7avd1eP1My6Tx4W5Qnj95INP//qfLNvVqy8+3Ty6pBhjdxacbEpG5sQu4g4tOeuQx+F4uG3IukWzaBaqqRRP06R9CQ2DPSmys0EUMbmoczCCkWeK0vhkPjkpIbknUOF0mFpvrDiQ3R+EMJ0os0ykpqFmM8wAYQ1sdxapPow+D1nuyjMYVFiIWU8RrOFsGd2tCeKe5nDPBxWFVzJoteEC1aMRVkiimfFMB6BaC1udbMPhOH/yXCJb2ud838WDauADeG62oFbAmFJSU2ZXzTHIatl1XQR8GNI0TfvD8TDuJfjqi08fa+qXS+JABi2DhBU4eAXAahJFVbqwwMUtO1yLSRC4OkdM4+cf//QXP/vJ6+t9UWzWm5wTAAJ7cWEpRWHY7vbS9KtWqhUGkS4XbR+J3Zidxc1UVUtOTdMwgwhBBF4CShByRxDKmhwmErQoq40D1NDEDtGpYWeeSukoZi2CsGppIdy7r1shV52OfdfRIetkcOZsbbve7w5YNoWS7l+UdlOm7ZNvfOeLjz/d3bzsFs111uXlO22/OI5T9Xd0U7jlPGiZtExE7iTCcTgOaPWwnSYaeBGaJrpQmZQ95MIHs9xxHhMNRInEgmW14l7cRpLCZECGZHEzIDmmh8J4JgLEYHX/gpOaUR0pob5BZJVOB3d4NboRkaqpqEvO5oGnEVGoWrqaJlOxRT/5hs2xI3dt0+kf3WpYfLX+r2QkDcx3I0eR5tkH30QxlqY8kPyVUkQs5cKEEMlcHVaKEnExc6h7vrxYSZUuupach2kkkRibpOOnn/zq5ZefrzaLzflZmjTGxdN3v92t1k5CM1unGpyLuRKMJbqTNALEMg3j1a9+8tc/utoepgwWbJarIJQSnIQCQJaLxiaaG7Efj/u2iSGQGS0WXUpTiI3Dd8fxLAoTx0A1LKRbLBaLlsi0lGEYJbRuITBlK84WIsfAQcg0kQS1MqWJhAplCEC0WHZD2cWcwrIIoUxTsyghUJ5SuT5qUiSi0Jvuz0LLxCXnPeywfUvLPraL5+896db9cEg3V9fDdFw9eqbFS1E1NdXiyixuGPdDOg6DTrdAaz7YPllqzrumC0Zeio+p3EzHFC44xKyWhxxKy86WnYt4hk0mCFZcVDwrKRtlUCKkhwu0hqDONm4n07CKq5jNXliqenL8RNM02Yo7z5I4gJkJPCfdmAU3LUXXm9XVzQg4iE/kZXqYenzaT32uLU4vNy/Z2T8MREqG9771PSY5Xv2yaVb6UJPKrlaInIObVha1qqkjmxVmcyvDMITIMXKMMU0Tgds+NAHMom5Jp69e77548UUpppn6n/78yTtPm3Z58fjp40fPpV2AQWZMAgqAEIurlvFq9+rj2zdvDocJiDG6BKnifQIAVfNixRwB0dybRrquzelgFruuLyWHgP1hF1mfPL5wVwncLfqiewf1/cLM+yakPLr7cDw0UZjQCCGwcwsrgeNhOC7PLkmEnEIUNFEih45HPSKiCxD2dDwiHMfj9qKPccJ+nKZRO26Ph3Ha79uzx5ZzFsa4u9m+3XTvp+ONmrXLy1SuQuFUxldffA6CaoHEGCPcc7H99sZ0ci/mebnatNOofYjnIW4WaKBUjmMeCxuFYiiQ7FSmhOKWTLJoKgEhq9tknNmTeYaw1w2FuTi+puosVul2JCxuaqeMpbojkrswnZBBVB5JJf3MvbkqVWdPYXULqiWEpmm6EKlkmhWWlTJSZZa1YSKCzTuzqUl0vw/Imgf47sbk7eL80bMnrsWKvX71q68zogqTO0xVCUglSaj2OKaazYhZpinH2Lt7SoNDActJGQ0hJysxCrFPKTNHjpjK8PbqdckvP/34467t12ePzi6enq/XIa6bdhGCTHkcbq/z4XZ/e3s75mQ2ZRNhd5YQwByMdcoEL2ruzuTGaJpYcd7DcHTXxSJmtZxLs4gppbOzdYwkTGaLGEW1NEFcE9yb0GLhy+W5SCjITQwGU1Yn7ZfdlHJccGw5ZJJOmiZI5NXZ5np8NR53FvKyYdbMlqftLY3bw2E67ux8/ezNzcsnjx/bgNISxYXloW2bNIzTOKjZmG5IFinHaZpAU9v2U8ox+pimcZxIPESg6dV8QWjbRcMULtq0Kt4gWco5HVRzHboFmTJyjMhehhxzY1kDgiVn5TIpslMizwpKQDZLRNn9nixCwmoGR2BWLcTEzpVaW5l1qCSSOfPVjQzuwnLKk5/TZs2cHTHGEKRpms7BTRM0nxrgu1nSXeJdrS/tzh7CSLhGzmLeSwnk7Pytb304s9BZpzxMD0adJ6Ov6mJqIYrDck4iCEFUswTaNH3TRlAejkVLcTeQT9NRJJgrcagRju4oRReL7vQYWbL09u3L66s3xOImbdMtuh7uJeeSy5Rh0hQlZnbMN4jAJErCMcSUjkSUU3Z3Zi5Fh3EspguJ5J5TOk65sm/WU0XvtetkHKa27cCu5sV8SKlt12BW89C1CVNoQtaiBbQIFImoNogSGuZgTmrgy8eX56Ws9Aua9Gy97vNOgKZpbqZ9DD0VLVNqV0vdWbJs6cjt0na3Pu1KSmPmGBuRtFqGnPbjMJZ0LOrblLquDTGyRBJhpoDQmGkpIfbeqoc82Qggp6xtkMiBm6mwgogYxS0pK2lxTUYFmoyVSOsZWdyzSCHLQCG6h7oZ1QcRRUsMoWhx98DRrMxUzypHplnmwV6bKtREAjcnh91J7YqFtulAwV37rtnvj3RXh9539Kd/qWpf8J1QCfCZOl1Fc0aP39kMb79gRVwuF5t3r199lY7jHTvO6FjpHebKbCBzd2abo5R9DGLTdMvSEddObgoxgFhETLXrei2T/n/b+5MsSZItTRO7HRExszSqaubde/FevIiMzEIOUAOsqnZQmGMdWBdQOJlZmRmNd9apqogwMxHdBgMSNbfYAg7Uj0/sWCOqwkJ0m///ftXht0ZiB+y1h0dKU68mkiglc5+nwixqER7dcG/QOm5tIxRiZklAgFgAiDlJsr26WipTRmTVTjyxuDCYW22CgL2jKTeRXeXzczssPmdx3RGSagBCEopgIFFzNvQwgUhTttzZoGEXZClUZt53NXBGSxPnSZqu8eX63UnbtpcUfb8hqVDMaU7M77878bNP82HfO67RYfWje3DdbhHo4AJI0Rln8HZa8tMsz19e0HwqgmBsiEiCiGYicSI8WngBy23nHWZY4dake37sMO9wMFywHAFzdhFLtgfsgBVsNdwR9oCGbjtAZe7hO2A334S/oYch0FsCmHsM0fE9oQ5GDt0oIx0BmBgAB67xDlwCMHMiGrxEIpIBCsGIMgx1A9z4h6TtbRU1TuS7ARRjmATxnoxMBBH+/Y8/nU6wfnmtv/2P48OPKFpr1WbfEKCqhyE686gUlGgorDwCAzqSpwzmlYI8jGTc/hHBOcFe9ySc0tRVmbm3AGdVzan0BqqBJKQEmNQYIREnIHboe4PANM9p33f3HIqEKaS4QQDkJHu0iIYx9W6BSQ0oJS5kfZV8MIhSStctQpAeri0M5bZ2sJiLzEtKmJMk7TeigypJ581vy3mmzPPDkli6+M7d2aMAEUpiWigfslLb+vowGeh2zDQL4bYhdQK73Wrbg2Zum5Z8skt//vB8+MvU3RXT4eG7l4+/wiC+m3m3E0uajtfXy6mUa71wBBKVzOSNmjJxQj8RzWE6u009PcgLXNbYNU2Vlz3mCsnL4uU0t9mN2nOddmYVUhqzelJ27UTmYO6NsAu7u/o3Y6Z4mygFhpkzsYcR8d3668BIZjbwDXf521CYv4HkI/RO0gQEAEEAswYQJQth3Dv9Md+Pt5H9KBe+0d2Hu2DyO0QsEHCaD3/6y1/2j/9n6/ta2+vrp+akI/zwmxqUKSI0fEz+WwS5dyKOACJg4VY9ZRkRqx4oLCxUUorQ8PBg68Z8CMKcEWBisohk7tN0CCA1LnmOYDUBKBH8ejWLk0ZYd0mH3sMs0kScRZI4BArbbQdBPIBg2lvlzM1qzMgTmbRUMjhIkkBqpU0sluLyuoXp87r/AI/ELJKJqLfX+TD71JAgTiQPBQ4hmY07huFBmjQUR9H5cWqlY47DrSa7TmmbcJ+5HZNlqzPH7dLEyXa/XrfiB286ZXHCy5eP+P2P0+N3JfFv//O/msY0H9eXL+FhzcKhTIkktd7JIUGdkhAgWRdrE5K/4ziBL1GxrrDSkXo6Vl56zB0OPp2VD7QiOLMHGIChVQ0DDNTuhKFmRAFDXW7u8c1tC5Akqw4TQohwxKBTwuhKwyHQx+Lzjbo4blH6Wlje7Z7DYwYgYS3AkVgYRNjvV/nXleUfK/kBf0J0ovAwBODBqEHMpfzn//X/huhtX6/rikDNodW9a+TpDzU7k5v3iG7ex6R22JQQYXzCEHxeFnfzYCJIAohMhKYAKDnnVhWxuAsnVkXzTEQRlBJ5cEozcwFgZuktzFOzTtOUi3S0re5bq8HgwryET+aJuAgSUCYJNLYA7bW5EAsHxkHmLKV1dXWnjpJ5Rs7S1Pembe9S+GPcavfHOaYSy/e81lUy56dpej+Xh+JZoZCQkfaYjY5ARDkzniMVjfUTrh/ePclB+jl2qi+ngmdIdLUMSVfbsbNNWnVdq7VowWU+rmZmPp3/9Jf/NL38/C/r88uSMoFZeJjtX17r3oUzoUlOEyCFIcAkKT8Um82Kb7RfbLVTx+Oi+dRg3uPo6aRUkJJV8459N9ESCm6RODtYQLAAOUY4s3h0iCAk/6bLUG13FPp4XlMaLbRHwLBoj+ANs5STmQ8Z3r2zMfO4V7FDZw8Aot5ZUrhGgCRsne6O9bg3Pn9gDyLeVMkj2mP0ZZWc//ZP/5GQtF1ra8TUu9YaA6EZ9scVb2EeCqBCEOBEoG4AYNYRhQCFyQyAGM0ghguN1SiTELMb5ULuqBrrLSQtFELMzFNvPk0HhKQ9ypIoYTrAy3YJoqCwpDzxjMuB4bqtt2Y6ARyJF+7WU0nlcbJ1X46Lel2ft3JMATH4AqpdtXOg5sgJ5cjuZq116yvXWcoqHQt2s+KYAvKD0JnxGPJIbWr5lBrptW1wRFkknfN1vS1Ph4cjLtDnB7lcr6Wnd7Px9fND2YteEq7r8+4vlowB6PZ6gRfJkgl9W3d+tzx//oTvkjOV8vj+h3pM/PHnfxOcw+D2qoXzsqS2VzAVc+q6FJEkXNyW6gtU0VU2X/TwY7mlQ8fJaGZeMB8djrGjt6jXGkaMPDY63j0ChRNEuFuS1K0lSWYNQYjlK57NA0hoNCnu3r0FIkAIi5oTvaFDic0cAmAwRwi+pgsAopsB8LCzi0hRbUTMUkp5rdXerPD31ujbYSgCAfCbV9wFKZD//n/5v54e30PAfv2y3jY1VE0AHYADzP0bubWrmTGhhSGC2tg3DFXBH7R2xAShXR1RTCNPs5u6FvdRVhNxLhO7EfEEIBF5OaZqO+bI7xIXNlAl9xSUIQjSIRk6CQHBSc79ywtl0Mn54ESEBcAC9qhpL7PIQrtXTpxmArAwmLH0qnTDMnPDliVZDSpMLxgckaIla2avzbT2B5t+PD4efpz5CdMpd27dty6VZoqDpzP/8Djh/iJrP51Y+iWV/YcjHfH13Sm+L5huu71cUsvX7fryZbdo6+e6WGqrhYKqnjiBQ7N98ilsLdN5+aEcpbz8+nOt+zSjtW67PpUJum6tKuPqVMqU5oRT9OKbNE09P2KUeY9lg0OTU08PnQ4OMxoJYkiqOLpPwUCnIMJAD4sIUrckk9kGwH5ns93L0JGLQDgGmexujBiDNgfYW2OWO2AR0WF0PeThQ55s6sMTMnb0RChuKiwBEAZTyS+xfq1P4S7Hv2fLDgfIneqAgGZpOvzdP/yn0+N31nb07fryu0W01gM5FYLAQDH/1lFlzIToQxf19VCGN/WKcFKjCCAuCSlAiTjnudduBhC8rnE4LADEOFuAI6UpYYlKG2XGTDCBJQuKve0+Oc8ChDfc0yGlWRzCwKZj1gAooUlzYWcz1Z72hhSnvDxNVas5rN4eT49hHcxt1Zijci1SNlvLOdNEkKGq5TljYlfbr72L4+LhV6d0FFym8NSaVToRFMzFz2mb4QJ06dcvi0ziG+A6tf3dAxz7Nuu1YO2av3x5tQ10o5fbGls/ELDztVeshs3z0w9V13rbeCZrKJRZ8t/+6T/q8/OHf/nVYyfifduUcf5+iRQu1nLzOWhhnRxPVp4kfyfPdFj90HnpfOg898jV2VtYtV7BLQY0hUc2AAIyhqGkgqhqGyFFCFH+1hEc7nh/tu60eX9TcCCicHoDimAEMI5cT7zrjuwubhqgRg83dYEwHwLf8GWaPS6M8naA/tHBv52gMLoiQhKiv/3Tf5b5EADCePny+3q97dW6epmSG5oqC9M3QUk0ltthgAHhxHAnJoB4EA37pTphIp5ah5wEAD1kaDdJmAgAMhdxjiyRjkICwZGmDII4MzM4u5P3XWXmFn3TbhJ5djxQPhQh6s1DXdmXd3OZxMHbusHqMknnLjkzlHD1vtm5JSDvGBfz1UEQM+ZI6MEH5Il685gthEAxJrbN5VHaYpdSG1knWx6ESXC/zAkeCi7QZr/09umHA5wL8PZ5XT88nY5z2yb7nOGSdqqvihu2F9tfOq1x5ln3NtPUvRXG9Xo7/vWvv/3PX2j22Oj945H6Sg4JEgP+8O6YdMGJPrx8vJlfYUunMp8Xy2Zs/uB+dnpP8l26peMG50rnzocdphq5QTZHcqzdXdHM3D2RAEBQAAYQ4kCWBwAkGMhskj+cYGPL6AFvYtAwR7pn/YQ7QIxQjTGHGkVkQISHsIy2CUZHPvJeEQUxEScPA8RECSnutgn4JoQN7iVC3OXRhGHfv3vP0THCte7b50+//1KbBkBKqdaGSMyiXb/N0HJzfgtYAsSR3fRVlBXBACJCHhkwMyPR7I4eCSCQxMnlCFyQEzbonqIn5QmoAEwCAjiFZ0CGrVd5SC7gbtOUncPZtXQvUebc175rOz8eezIseFgS7Tk+P0O0xLCklSnqtppvU9zydKxsqC04OBsv7MEYGKtLZnKpqiyShXiGUyyeiQ+xHWvLbfP1+Gn97oCL304ST5QWbNlfm3/k6/Zw+J75xvCJri8P35V3Geuv9fYat9/X9tq3L5sYcw9vhj2VnGWakXmrbYk4v/v+1//23/70/nF/dmI+ZGZrEvTDT3++7S90mraD9f164FxJ7QSxcD5NcAI+u5+9lvKi04VPK55ucNzxcOllkxwN+2brpfpOCcpY8Fg4MY2AUspClmq7iEiEMpcI/JYPBwh3YzsAIDKLj2Ee3CXE6EPWAxBoFiwj6JjcA3AQxIZtPiDAfMTYACKxu0ZYSdL1bYd5B4rcPxrDKjECwQhoKXH78m/T9sppWl9+W2+rOwJQbY1o1Bk2Jpx/nKDIFgoRSMBE7vpmHKYIJEoQQwmfCGfJxYxYSushB0AGKOQJlLomp8ScJcQwA5UwVl4kSkDCBh0QO/R8mDMhZOKCDdo8J8QgvxxpW3ovsE9Ik0HZ0Ov1XHpbr+xxLoUpbv2j9n7GR/ZLBzzRvhIQL4n2bhhSttJDtYaU5Zgy1b3SQta6HLIcBWlHXcu2o6/X5+vykJ/m/B1zhob2Wfqn98f0EB+hfzlMduYO18+7QlwoNTrQ9Pq6tYsnlR/fHeuHfX9uHy6vOyKb8XJ4fr6k9999/92ny8cvy/v8sr2U81GWaT7MPQkf5hpqMwJDmsUEtrjJIfsMsJAfoSX+uE8XmC/KFymr5Bsm43JtWF+2/hL7TWEjcjGGJIzuYUFElDm6azeWQqy9KeBoeP7gA0PcBR+jyowIIlbrTOQRhG/VpzlSDPmS2R0IioRMqKp4ByJjkhFDMyTm5oiYE5pBfKU3wddV/JvYCRDC33/3UNsGQXW/IOVPnz8AsA9MRAQTqSoCmMfbNhQAoGtDgnDjkaXkTveBrcPIWgIEyEQZgCMSUdIIOhIUwuSRIcTzlCOHsSpbR5WJ8UCyJGcDcpXYoUECyqlyF3HxlqK+y5CQhFw4iOv19ZXNS/V3D0eOjWRTa8qbaVuaLHO2+br2l6XfIFKe5i9w24jNStKDAbIcX2ub2Ktxxs065uPxVh3PB5Z9hlag9e1DgVawSr/6l3DKQoenxW+3f5viFl+2RY4zbbV9ekjpFCfc++XzFW4cF7MrttcoxtySbrvuTYVO795fCbZaD4eDOZx++Nuk9vL7v86RYjltn1/TOa9tm85L6zVmP71bXuwmC1UNPRqdqM1tjfx6m14sXaBsaeppWWOpMb82qjX2i16fa72BGE9hCOGmiEjCpoZMMEYyihHCMpt5Lmf3PwTLo0kfDbmaEuIduo13Ju0I5b5HcY6nZRg736ZRiMTMZuru4S4A5OEYMXiNOfG2OyLBUMy/Se8Cgt74ctPx8ce//V+uH/5rq5tWer39ao619d67mjFz125mI4SJvjn/k7CHUkoRfk8VIgYY2lUGSADCXAByRAbIwcgzenbIZDnkIJgccsSElHMuYJxbNM2+UZvPRdEqtEiaKTIZtGvcrt7WIjFbHILPyyyEiPsmz7bfCHF6he8eJquvwr75F+JYUmbty+Qvt0+sXzif0OTpIM+3dm044/vuwb7OaNl35cXaK6WC7TUpBJ5nEb1+Xrij3Wb2Y+oY1+I7vYZCQktn+xLbpx/enY7xcqR60ev6MyzHuX/ZaZPLb5clDtuntr+0kriFpUh5Yiv5+fa6/PBTmicj1e1aTt+dfvzBCW6//PL8z//Vzwc6PXWxvbWbr/iY4AiT4Itd8zzbAivWG06f63Kj00bHS5w7P20232B57fxisl2aNwxFABJiAUbEoCBAdEBCV8tT2domTOEDAVLcDfEPstAgJvvdhoMieQiDwu63saRkaoHBSEJibmN4OTSgzAz3dG1kJIgQQupWw4cjhKZ5eX55HRfv18jhu00kgiCQ6O/++h+J+OFP/+v2+q+//et/N6f1dh1htUkSQNTWU85m9m1/N0rjoZsemyrmFDFYzVmNARApRySI5C5UEA8UBSAHTE4zxOI0U5RIBzbxEKdZmMHFU0oVG9p2pj22K7d9Zp+5QdpcX7m3GeII/JRKor7ktKeXbXsOa+dcHjsDrBlU5aKtH2M6zazr6xIviRehC2ByoPczv4Rre03LQ7Mvs+PMHnzbXYhmg3xz41i5pXlupDfzLwtGaY11LdjfES3N042SvqK/pNv+vvwIdbZ+3D9fvnz+/MDHl19u/Qts0LHCZHRaDsUnyvMvL5+u12vL8/XzpTwxLXPipPXydP4revz18bD98ulLu/3z77/I4zRP0xVryTMVaCkosU02fffw68f+YoetPGx8utq8xXzp01XnjacvTarF/tziEuKCAHNOyTI6SMq+u7qyoHmodynszcARgoWXgBbxjViE2d3vHDWP1ioOELgNIjCY9mGuNTXge+kIAMwMEGHm4ZLSPbsQQhyciRyCmD1wLsW8i/BdEUoI7kwUgOFKAO+++2k+HpAztEv0Vve+3ja/n7PeuzFzStnU7tq8+GPPQERuNiYDiPeBwmCAEzFCjmAADihUMs4IE0ZRmAAW5yNFCTwALBBzQAlMCBkwc2IssUF7Df2U2819L9zOCQ6ieVZIa7t8itaPKN/HsYAdiGnZL+3TfrmWNf48z7mEb7Vr3fdIXQ9rWV912RJmO54byMaZZOZPfLlUYj6led6Qv7SGct6MHXK3fERQuwrKDC3H2uNliTgKUtwKtoN53lpfQ3ePTaW0j8+fn5YHfhG+yJIPVkM/a7ai17rE/HKtzeqOxDw9fP+9bbfX11cxydhFZmvqGa2v58e/zqHn+ai//BfK++/10+dP0g4uW6MSPGMcgh6/+7nm7XBaW3r16cWON52uUF7adIlpDdyDYW2sCA6ZOM0y8+xXbl2Ji4FKEq3GicMchycTg4O1GhB/C5l7W6PfHUXEGDHUc+OkG/ntTkBfb3V3uPNwYGR+DxtmEJKZinn1biLiDsQM4HK30N9nAAPMPiKOSzl+/6e/IQlGqG5fvnzY1j0QYhQF4CSsGt1ayRkizAy/Af+pd0BgwjAdpYZqvwv3IQEwYVIVSQUyRgmYDWfAhWJ2PDIsAUvAEWABWcS4T2QlNrI9+4X0Y/gL60pRue+575P44wRTarBc9PZKFqe9nGeZdj+k9Pv26XrdMiXo3k10VXFJVQmietOLPUxHQIfXUDQ5kkunHrjd5seYzrdjguR1vX58mI9Ay61jx9RxYQfu14kUaZ1AJzXxLQXjBtEBqbTX3VeNU348fO8fFW+Yr7i39cSn7UM95iJ73l533IFlcsKGhsBOuZv0rv3l9d10xGwlH0Gba5Vyjnn5/j//7YeTyeeff7l9SCe6wKUapzQ/r1SNb3K80cNKp4vJh8o3LY2Wa0yViuKUVsgkJQsGw0ZTmdnmq+7LNHn1NGWrPhAgIz6BCzu6qUFi6PDVsD4OwohQdRygGwBVJSJC6tYBYDx8SVBH+jCSmg4n3f2gNcdwIHZAJBIGoZzHcQYQjDJlqX1EasS9hIwICEH+yz/8B8oTAEU0mh6/+9M/3C6v664t7M56BggMYjQ3RCRGj28V9RxhI1o03pZciBkhBZAbEokHY4mYHA8YBfCAcYiYIU7Gp+QHoxPIHCWuJTbxfaHG8ZrsC/kXtyvYWmKT2LCtuWqp+nTA89S3etlebbYl3eZEqfZdf+6yURY2N0Hy1QgnWDWx7K81WuxYETuwp0OOqVpydIvm9WLpMRn00H46YsYr4/WM8LLhDuXxfExUQW+hm21BzgKJjKJHDgHD/jn6NeouP7/+/uPD0/bc40Z99Zr6Ez/2ly7GcXN9hd/36+E8uyNG0yTv//zjbt05ruv14bTEwPreXsLCF5seDn6mH59gxskP/kyXf1mfX4A/+fm3y/yKhz2dmhw8ny4INZXOs+OUaTq6QARWLDS5GuaMmgQSYgcAJDD1VMTQQsPCqRACaeupiKIiwb8jbAYAIDMjQNc+dpumNkT14z+z7h5EMIZNicVMkfOdfYeEAGpGjIgk5g2BkUt4IIF5pJy63h0diIFBgUDuf/cP/5SXJ4QIvMcfclr+9Jd/+K//n/8XwMAc8zjjGXFYYQADv1l1AgB4BAZlBoABijfrdLc2SQSnPHVqmNAZeGYvQQvSiegB/ah05iW3g18m3CbcC+7ZrhkuHJ/CnsMumdoxOfeXeerYrjnIPoLDRBfmWzRV5B0TsaP9HPXWSy6qEd4piEXmOm9ftrZW6BzhRFrmaLQe3i0hIURpp5328j0uT+l29fqpxZGXc+akxfZl3pet9luH7u2iqEwQ4Bom6BgK0QOvhCu15i9Q0/FSgvXFwKi6XT/dlpS1x/XVXhSZPEva1Na91cDl8QFLPp4PW9f1Wmk6l/k0ea23VzpRS4UnBsLHH36q0ybL6cvHw+t1qrdjo8fP++GTP3U9aM+YD1ImB1lCSEk0EZC7R8NEE1IKSuvLTsQGxijAYWHAwy0E4a6msggoUmYm0fqNJyncbcQFwsAmw5t77SsD5I+ZfICHAZA5IDgTQbibCw+EDCCieCAjAwIRmBuRlJL3wRIbfRcFK7z705+m0xNGDxSwCDB389uXz7/+bEZj9j8mnoTkZur3yPhv+yQE9HspMqjNLsIRGPdpPsEA6jAZOicxMkoUAiAeTJhIUiSr7GvClmDPfsm+ZntNeuntIrBP2Bffl9Qm6ObFt8DNoyqvTBfT3VwkioEhvQKt3KBnEHFKnBIje7Z900usr7ttdn6YoAWK3/rGE+IEtilk2T70iSeuXK2e8gNttK/BLOHRe2dj3zQZo0sKttUAImOCjv3WuQcoeYVm+mW9TJigNYK0HEvJgi5msHdtFqD225eXfDx8eXk9f//dPCcq2SJOpwWFXz7+/PT0lNKRy+aBFPjp99+Wv5tu10oL1LYfjodTPr6b5q0uh0vaHF7NmTnQSybDzMqZ050RxywlRQ9EZmLMlqkIJO8BjoNAbeqRI7qz8B2IDOTx72II8D75ibGUNzcWIQ4z44FTJOy9MwkR3a2acPfLmykR4Z2QHMyoqpLSHOimDVGYGYKmUj75JfPIt0RyePeXvx5PjwgEKBQdEGO7bS+//vP/+B/r1tSHNzdU77x2YkGIwbH/NqLInJjTm+OvI4KZwx+EcwcEc6fRNgUCcriDj1QFCLWuUgNmKe7N3R3RvIW327pDra63OVmZfWbnPrkpdV9oQSL13luzGtvrng6i5n0NuymVxMy1esqYc4re55xpdlLfu2HEuvZ0pEPOHTpYlCLd9bhM2/WSZ8KcTXtUSUUM1C1ccUrSYIcANU2cOAMjuiqLhDgB1Kqb1fN82Gu/7TvWfiznTy+fBGM5po/Pn5NbCm2dHSFSt+5ZgNyWUjwlTBLC75/O7eVz7XnBhNE+/M9/qUeKxZ/jhRu1o/FhOyL/dDoqNcnTUf2iffW9owtJE9KcPZAYMREmts0wMXRqoD/9w/frl77fAIWsGzhgIEgwUNgIVgmGIfEM/obyHoEj6NLdmNkMBlSZSWLARRBzyoAwot7Q0cICgjAGuKG2iggp5ZHAIeaO4UiJcQwI6Pj0V/r5y+hdGPHdj39ZHn8YD5DXC4loXZ9//58ffv/luncHQyJ0VwtkIiJt3bxLKmP6Kt/E0CSZ7rYkcvThT4Lh83Q3YRo5zKaKjuGBBhQUHhjMIB6mzTxx95AAB3YLRtJurnZMWAQLuem63jxpSBeoET24EW+cNO+3TXfr1pZcckSrsNcWHK7Rg5xzvW6gmglS4fkIHbwDrFufzooMRHQSgTAEn0rR6IC81ZZTEDIHt2Y0ce8dkCWRELatkiMgQ4BHQMFuhhMCWIU2LcW9t+51vTzNizG91FsU2F1dIRVWdbdWEH3vO+/TyW/7BXI5PJ3doiynvr5qN57ohx///Ln9/vO//IqPfDhPdtm1t3xMGfi78s515zQfIlbt124B0TEU+gq5l4mEHNUBfPck8u7d4a8//OX3//H7y+/ruqskGlpjVx/id60qgzobYPat5+w+kfQ/dMw43uVR3LkpMQ+0YATE4LoBhoepEbGZ5pyI8M7NRBAIG1FuqsoE7ooWaZ7Ba6b09MPfz+enITeC8HC/fPjnL7//WtWua49A9wAcwmonEncweOPkeQzoxx/nPyYPYxokbxJmsy4i4YBMgMFM7kZMxGju4ODmaISO1pWMBLADdefkoBjhFmHQdyLftwphibd+e8YbTTGd8CC7YBdYgXaJC/gtfPOuiuflnB+Nn71hKUVbf0iTt973/ZCEiZQgGLbaQChlCesGikh5LsWSVw0yZQuCMmVExGBky+T7bZtTGde9ulGmOU1uAT100wA3imDaap9Oy21fg3UjSyLPui2YencWxMKBSmGImChRUnc/TVnb2mqrrc6nua1mJQNK15ZU6sWX87v/8LT8y/WX11/7Lfv0XSF5mTI3kIP1HsiyFJnEafc2RVSYwFZN5zWKZVEzOS1t7T/9p39Y0vd/md4D/pf2+ysAagMIE5AwtK7AdxUmEWH7qk6+P6KqfWjq3Mdz4cQU5m/r83B3ZGTmoIi3PAwERMC334MIONp/IaYwCG0QHjHh4R2keZ4O2Onpz/+YygzWEQA42/7y+vt///jpk1rU1t0NgM0M7plrbxOElGLwoyIQhb45QQMEB7PsbXVKZPcaBMg8IIwIINAtRvYKODIld2ekcAhzyNQHeBFAmEkxEMGVwHOKU05oy5dP19fLba897XyIZdaSW7JXjyugUu9dyTPhAUuNLh1MIxT61iZOMhKoAxCBiW61PSwFwSdBRQ+twohMdzArYK2tTEV7DwwMOCwFDISou0mk8Ojh3pWRg2Fv5uQooObGQQvtt04zgDpg2ta+1YZK1c0kRsINIz4tx9PDskw5mPl0+PC6fv7wpRwmXm8RIQHPv7/01V5+ueoB0nfLtn684Wo4Z5ZZXp3YE6FeVtsLHgmIg90t0cxcbgoo5xXUTgUczX16WJCmnPhP/+kfn77/9M//8rOb3FYHQHCABGQ0XBcGRpng3z2gGAFINCSaRBgAhGgIhHgfeSKFu48xDgAxI+DI9yEiJu6tARMTIZFAoIdROMnC0wnygoHHp/fTtLAkMANicPV6tbbzPJMQgnd1t0ByJmrNOMnwFSHi244UeMSRxB8hfERptFdMAaHhY347eDvGNH7BMxUFi3AzFxTrygt7c8wIChaMMrltgawGpi0jesSh0EOmKZSINU8vbfdVoXNYoBLU8Fv3mxYpCdmuDVJeqExFEGle5tvzaw6UTIjh3UZSnmkQ0pRZEhJbkEVEFgoOEDYM95iXDOHMJFNpQa0puFBGALRQAIIwLmRVFaO6AwJSwMTX2CZmPiQQ8z08IBJE91DXhJjQu0WHtuvyuPzp+3evtbVWcZ7OD8uvHz49t7Q2Te+fCHF2u3z4svy40DF9ub0Kc0bpr7sRH9Nxnl+MUb1RzF3QIwhSB1CMzCgGFZmoMFHFJVr88vt/+/ufSp4O848/HN5/h3P+7befK0JTB0ea2NUigAA9gmlAaN/aCA9CcbtHv45GezwbHsYsZjagS2Y20uTdPMJzyh6ham6KCOE+hgaC4BCu3abDMaYTBSLEshyRaFS1biPYoKXjD+n4vQF9+e3nnKm3u8NzWJgBBQkIwU3djFkw3AEI/2jxIsbWobsjYQpoCOCuCB7uLDR8wKaOjm6BjuBIAKCAAzCpAQaKCFw8tsAIDDVHN8lUEJKjKWdIB4paXbfY1s5WxSeqBFfo3I+nOSFa64iYOZcpWVOHWgQpAsxDHSIgwiw4YYCHAjCmlDoYYxgGyv2dUVUpUjeNlHhKFrV7X9fGADmncHRzBwqGtnclTSKCHA7dbJ7FNb7KwLW7ojJhJKQJzQNaMMu7x4cwCA1KyYAl57//x7+f9uv6+8fnz5+wnFOmw3z88PPHl1/s8S+PfIAph4Fa9fXDrpM//Dmngs/NGgCySKgSGcuObGFgY+DN2i6V8s+vn83/3z+9//uHw98B8emn95u+PO87WXRtERDk7p5SBgen+NY0gSOIG8HsfqkTUR+XPgBCUJC5McnI3GYhAnRDdwMkRLhbQMdZFyGt7hGQ5iecHkbtOChCEEgI4R3dIpRzGVK+x4c/zdPxn//P/6NuXd3dAxndPVyJedSWhBgAXRWJ6JsZhCkyI+KAT3RERQw3T0KIafBLzS0cozvNNHyD0SId8jCZgFr0sJQcGFBYEqokoUAvCUBvbdVkuTDLnK5Y6wb1ufpmCIhd4uZAZBTLMVnf3cizIwVUnSmlMAgDd2/ee3R1N5sPSQgxjFAAUYQIMJW0ayuSqisCeTNO0bYtccmSS+K6NWEYCxWAYZ4FLpiISp5UW2igRMMu0xA8MKNYU2yBRNiDMoVFdJBArxZVb5dXOj2UQynHA5QylfLucFp//fjp05eNpCSfDsdb//T559/xQc5/Ose+owR5gb1efvl4/LFhOl1a95iIy6pqBAHtiLOgMbJbGMa111byLy9fXl9vP5w//fnv/oNPsHx3nG6fvUYoIXDvSkAWhveK7ZtJIiEzmzkAjqYHkRA8QpEY3gKtmbm1RjzwB/bG+Qokcrh7kd3D3SWQJC1peYTwsIYOlPJdbhce2kM75RyA0R0xkJeIi3UbmLJABA+6hxw7EEfEQHkR0lt+3P1LZFJd76JnvI9ImRmJwo2I1DqAuiIRQtAfKTge4IjOjGO+2wMJHCwoAjA0CUnsU+akYlfjDsknR9C26dX3l31r+nA+5Gl+eb0RVYKYkuyt5jLV7l7bVCQcCLm1Nno4cEyEUwIMR0QzRxALZuHeDZhcjRMzgRKYqxn2zZApJ3YPHYWOe+8xS8pLUTPGUO6SCQ2mnAFJtSISJ+61Tw8ZmjW1SOjswVAOGUxvtzUlBMTb5eJTzplva3s3CTrKPN34+fdPLz89nNZtm59O7tvtc1V9nr+fJGV77eUoBGd/juV0SWmCvgkdpxQbSUKUiISCvlLJ9XpLCtgnzXw1rh9/XuvLT3/5Dz7h+btzf37RGhqGhQCAwhExxvv+9QEFMLU3SeiYK4UHhAeDm/kI14iIcdGHBSIhk6qyJLhrRt1dR/KlSDlKeYBUAAgdQFsghiQMgOjoTtMxXMN6IJAU3b58/uVfalWLIGR1o8EsAwdgCB+ZZh4hTMTcv0GAq4Y7ESOChBsgQDgChikgmHfmWdWFRLWjAgGBASG5GnuyrphJW4MMu+tRaIR0mmkKT5wJbhhcuBDyttbs05nxS7vUW9wk9rUuJR2/f2xbuzpaoAVvDkviKLlZzcy1tvHh8KquJglTImZyME7sGMJEBETg6BgRphwsQE0RkF0pCTGgCASieQdESuHQt96oIAs70nJa+r53bymxIOoGvmmSvH/ZnF0ZsJCxApN72EAYmkPAjz9+vyObQsqoYAtnzosGNbffn59FQkligpzJVqufKxKVp2Krq1lkJ8P5of9wiD22FSRBWpGIFCKBZNPrMU3bJCZ7g9wFd+PfbtfbP/8XEloOB5gJKGiAq92ROQACjFP6porDCINxWw85iAcTB1CEM49W+D6csnGVAxATEpvq0Im+9dyOiMK0EJcBtAmr9flnTod8fh9EqB1ZIhzDMJxk6duX5w//+uX5uXYdve5ARAAwBCJgStlMR4nsHsjw7QwiQgKaGRA5orl1IufhfA+PAHONMG1KE4eHq6OhNuPMujcU1NaBA1pAFiDW1oGQiSKs1zUvBRrYFrgTKV+/3EotD3L4V355Mc0U12s7HxaRdOstSNa64VTSJOYOvackwQTDDRuRC+UlpSFiESJCSoQJI5yJA5yFApQJEaMIRZiqoxPGKMIUmWvXYC4lmaq6OkHTdmteSgoHY4sAWIhJ9tdWDuKt225kHBx5FoCwZgwO3h9OBx7/JICIFMLb5cLVjHM6Lf2y2s2rVTnKw48PLTV0oB3b5wYTaHYoTsrrvs/vy/nUUS9EkQVB0aFpf42bAMyP+fTaXmTiinTL066uhhTwulbk8OWeazjEwYRoHv4NfhEREN+gdndRU7i7uhIis4ztzdCmjyeDRcwswJnZ3QMpIoaY2MwkyoySh33TTbd6hbXS9XWa5un8FIBA4h5EYvV6+fRvv//6sVZDGJrmsbN0YQ4Sd++9DwwUC98Tkb8xzQEkBInoCMmsEjKABg53vA8BHjJGUBiEBzqi4wDjY0SvXUoagF0HcnNmRot177LuL3B7ipmrUUPsLhq42eXXq0ROj2fY22WvhLTdbnNO50NBhB3g2jSuPRMkJItQ88SkrYNbKSIJiCgGGZAIgwgxKAKRJBn2DIxjacZBQuw+HAeEBA6YmQJ21XXfp0PmQFc/PSwp0z1N2h2Y2qab78zMHirhCaIHFdLdhJkKHab5fDpVQUTWVl/WTWypZjNxXVeFQKFG6Gr8ik3V7Hb68eTae4vOevy+YFXqaGbt2kGx9FLmrSx4cdrdq8b6bGbp4eHHHRMKX+pzTqGMliVjs9BQSEQRGACCoapEyBBqKvLtCTrMZsbMAcQwhokjav0ee8zMvVdiYiYbKqNwGvBv5Ahgom46nm/hNMfXqxasq+/7GgHpdnuPMr37HoghtK2Xul8//P5h3XcIAPAwsK7DJGVxF/CF6YixH9wc98BvHtBhiyNM7sqSEJSwmzvhUPpBBJi5u4IBOYaGNoMaXKSvnTIjMAVpa55JHXtA791aw14t9uszfAdnQSBj2ypVa6/1mb0e5l6EEtZ1D8OuHrWjQ9+1zFpIhFApV48YtKNwSsJjSByAAElwjKUZcWzlHNGIk5CTjfuCLHIiFMT7z5fCAyUEkTKkwgAI3nerALlrzYU5oZMhAhmNhN6GvVFMGSEHGmcSMe4BZuiIt5drE9Zuba0oEtt2ebllR8HJsBo3C00btNBXgPmxOFua0S/GWUDDWqcJq6s2P/y0ANokl9R6bLcD5PPj+wvsYPLlctttzg9UgEAmJmYwH3ozRERz94UBRkCIoPvt2xM0YjTyCI4ACOE26kCIsYt3j9GdmBkRm+udM4+ACDoKVRx29xAwNe+cpgjnNCOiWjONCoiffj/1Np3Oskx7u/7+4detNqLwIHcwd2B2t6EOQSQDk8RD7M8sASF3Mai/tXgZoruukghHhKiNkDwaXlMIJUwBTiDDwjLG+a6GQtgRmoUEMPYQA4yI2hXMEkRiWi91Az1qsq1RA1F08497VRadGNGm49S21lpvzgLImSFnBe+IEKjgARbdErEwkhASBTtSAAkJkyBQAFKQc2IPuu9UKAQJODhRCDbXMmeB6BTqKELAsFtHDiefMgZ3KakDdyQNclSe9lC03WiR2KoCQkY0SFRYpXX/8vmFT9NqfgusYb/98uHd6bQwXV9vhLAwo1kgHQ5TcjtM0ixs8+k0YQDc3LYeAnwSiB4YSGTPAYYbd+2bd3lcHrpvu8b2emsb53mBnTkIQTMVCiN0FnLtzOzayI0IZTyO8I1gLcLdhzwewpnIzHB0E+YsAyhiSZKqIb1BEgEIgUgQ0V2Z2X10USHIJDyNPt/Cw9zNVRWQruu1Wy/Xl/PDOxQGArXunQIjgETE/auwauy7gojMlCV/1UvLN2MmN0AiyVO4uQYKAqK5M3uEQZhZR8yIFpqgY4hDR2+BiTghdPQ9HJ0zdZdG+dbBFc6HE8Wz9bXj+unlBfQ4GYWbMJfCEnGttWJ6/3hi68eEWjuFW7NlOqJHSVKACkZ2hYiEyAx8EBBME3kCJ8cJeSZIjhmpMBBGAiYOMRHu4JiCJBS8I8mSgSLQAMIDMUuZsLuSzNWgA+5OTAcDaN16iLudcz6+v9mrRSCHxAaSxC9hYdJJa4sb5ZdAEUa0Vtfn25efP52mCVVPcwlEbPv747KkxNaReFkyZEAHdAhDDCQmUCiQiEnRQaXucdPqaX8oB5N41dvlea+VT+X8+P2plflz8x4mviGiAKC1ROR9TRQsCy2k6AAAJrVJREFUjK4MQRT/np1AEDYE6YSs2gN8ELgZKcwTk7uHeYQLp1Y7Mwc4MY0w2SQyUhLdDRAkkCAo0MA16tpD64heDNtVa6vC/PzycljmP//lb9M8f/7ype2m/b7M/IoouRs672wIHIQGJvp2iktZ0DKiB+4iJaIBkAipGoC7G9E9AyoCMBxG5H2Aa0QDyggK0MBXhwNsQtBgmR4KxcxrfH5xslu75QYCM5MhEwdhdFU3k9fn23mSOeWFxatWDasVEgUaMTGZhBMBJZRFcGKaKMiMlBLTgbAAFgwhT45CwcGJjQdviAwNJBwC3JUjTcQEHoBmjVLznEveDOl4XGvUDmqpR3hwD9GA2/78LuNSXrR0O4KwOwaxgMHEE7x4EG2vmjo8r9vrdWtbC7XLfmGz/flyzFMmYN3yA04Mii6Czg6E6CgiDhEK1kx3pww0J/Nkhuv1tbxjJHvZ9ma03dqUHyQT6EbcCtC6XbM8joNREAlsFuy9U0Rmdq1plNtfD1BQQAeiABxGjggYYnYiQiZkegN5xjgmEZEAVVU4qSkjD0nGWMkLBgY6eoAHimjtDnHfjSINrhtEdLf23//16fv3//i3x19+++X1y8UdAsg8xrA2JXQPDxeWwYpAgLfi4/7FidxRRy0MwJw8+O3bQCIw68wZ0TFCq3MiVIAOQBHsvgcnJkRP0S/6QerflaX7zSDnskBO6sqJbpftEKUgpIIlM9YWBr3bLBzhFpxZlkPOsEKH8zxlq+dpgrpOS26ty5KwIE4I05sk4iA4IU5EhYIDEjkbCQYDCgMbEThBYBChd93D83IEclPSxtWn5owNUWbrqTrVIEwTT4fPn27BxTkOBM/KHYDz53R2zggiLugtemjn1qwLibTEm/p1K6CHWSbkWaZtra4aGtrw44fLw1N6dzi5u++ejxnAozsKeVh4oKEreKXG0S0kpF7XOWHb1+fLyrGYNbet4Nl0T1we56mvl7JMd+I+OLmVMaqwVigQ7Js7ElyDSKw3kYRIZkPyOwhciAHax7aGBAeE8S4uIiRVBQg3G1BvBCBEAYJwQMCQrNdV1QhRuwKgah/jdIfo2l9V99bePT4dl4dlWT5/+LzvDf2Ou3NzICLgoWYeH51h1//j1UOES85zjGAHxPCIsLE4GKxyEVG948vCMeKO6B8pTK7hAlbtw6cXPtgG4AmBgAEl5yiyqzLw62V98pycSpKSBMCa6WVzb5gO05TJwaacp1nmnOdAcJunKVh5LpAhJIKDCYKABCkTFYFMmAgZsERABAfmCCYAAx5LvQhyYHcFNWUplNiNHMEiAxdCdjnsCqtaa8hGXRalKYAmCPW+9pogs6yeMJJTFgQIj+p62TZeOWvZb1UY//T0cJ4SOSQCOJZt3V09FPamv33szPz4tORCDOiGXWuaMnOiSAEAxvuGyrHVzaWlSTCw7ytApujg/VCAtJmvz3t3LiLRV6UsIENz5owuFOgO3rMQuH4jS/ehQgJEMyVmACSgZmPMxHFHyt717DF8xoPJ6M7EYzga4YQYgRLhpC1IAHy/vaq7qSKimkliH4kHZsKpm7r7x8+f5nl5eHj4818PP//L/6zV1NxD76YTACQat/8fg4e3V48JWTNEG8+9mY2HNiDCnVnMxw5CIphThASmcA7goMyYwrlHwuf28oLX75aQqDPpwsZaD8mjpI5mVV0lFAhIEmchrK1bgHop0iwUECwQBYjDWtOKEcQ8cUICCAe3aGbDmuIEzqHILEPvjz0gFCRGfpoFOVvvGhyQgYOoOzhmUmFxEtyjrTemCEhtI1fIiTnKtVaZDm6mqg4tc8zuOTnvGB3QiIzapS98eP1486vpq+rau5AcSp/KZ+2ZkLqzuwFykvN5nrpdb7sQx021Iodw4t4wGCMQDG13FzCCeuudGh8Z1LZVwbsgEfhxokW8goXXuZQ0cU58u+3hmUAonMGFIrQLAaOSOYEDTG/v9t1GMQzrw8QRGCwMgObBIoNRT8wjAGQsosINRrEJwESA7OaALKi9vfxOJJClrnutquaEHCMhZihPgQN50O+btn7RddtO58Pf/vYP//bLv7283sgZ7qk091AtICCkgUD5o0DhsDBGfmOc3hO8hw95qJXdIYIwjWPMNYwSQQIXp5mUdddaYY85JtjP2TLU2J4n3I9iHZid3ACN2u6pOzIdj/PBLW+KMfB6qF3rVm9dXx0ej+XdLELQHeOyB/vh6aB9966Jxceiw4SUkGSsM9wMcOD6EcY6FqHvauD5kHJJ1TtUTIcEHOpmAnQAmdPWse66TItHVNVEclvXMs+5EG46iRasB4mu4BVoB9gBdny9XmYv85LYo85Qc9lYXsMl5Q7GAOBGQkW4sgNi4aUJp5zJjTanhpInUCTk6BGM1jkEtK/5zOZ+veytKeTIMkPXc4EpofaaqRSMXnvrlcKjNeQpAJiDHSI6aU9CaLWkbywfhAFBLODBiKPvQURB8ggnAABich+TVB6j/JRy10aICEjEOIhJgYgh4LrX13pdNfzl5UWYAHCvlYjMBkgsPBwMHUBNEYCFwvz1s3n3H9//JPjx5fWCQN1DUupNie4h2RGhql8BtpwoGMCRWXpTohivyQIBCUkQxSyIKDiCI9iDAxOBABRX6pvXTkqFFvHCVtdXnGvigAH0cUckB916XTAZBlSdmJ/mfEVUjfeHuVDk6NX3STIFXC5btkkWKowAznNqrWNmoKSOPHDrQXHvRDMM4ikR+RigAHhEgO7hRDGBBCSGjMQoKJLdjodUlGoYU5pTrNpq52BFJHfcqk0TA4k7MXJhR8JqABq2G+zoaz+lRbZUa9cpr4g7yQYm4aiOFtYtuTnQvBQKn/MCZorACIZsGkJMjGEBRqZe926MaWZJ2MQExMUg8bXHlGSeJ0AmTuzh2nf1kgeGEXprLKgBEX3iYAy0iuCJ/lgW3uedrRELCKGDu0UgQSAAMwFC7xUiiIUQ31A0OgK6iHBY1QMAmTBCItwxPr++qFrvigB7a3e0PRKMNbxaSWzhSCODic1Mo7ZXva3rn3764fsff/q3X/8Vtmod+A6VsMFu/HZQb2phIAO4KGIWBo4YKacIQWR3Ys4AfAeSEnCiAHMyxrzt6+p7nwNmPkwl/GVkj7hDcA6caAqa3IvjMW9XjURpAX5uB/A/TTMDHDNNGDkwjtN2qe74NKRHkLaTl4XzFJ4NM2FOkDAyegkStATOlmZATkzhGJ4iIoDd3WtTE3AKKogJCydZiDJ2gBoUuOAkoWJAZmDOSonno97aasIyJ5IOl2sUdp5BILmSM3nKoqTnhyPf5OPnz+/yw+6OnFrT3ZzC2Z3UtUVXj66Z6sM8MQCaEmICLExxIEoU4phwo64F6cB4CJ8THlAmWEruXa+Nbx3mp0Mqy86z4bzVdLV8qf5UeC6JEbR2EwEIBFdwwjAQ8Nq/GYO6OzNJSm+P3Z2w4HdYeCCDMA+CyBjpu3vAG5+M+Z6iTQSE3kwQCALdvfUOAN0ikEbEMUGMiNo0zcMQl5jddGyZu1Y0M7V//ddfH5/Of/fTX7bt+tuvv7ddB/XZ3FXNzQEO49WrqXDybkQDdMpw90oT4NeUYkBkg45EqbCJRw5O1KxuvlXsSMkxwu5s/m7WiXaQDXA5Tsd32q/Req3QJuQ503TKP+w5uRXGBWEmHMA0O+ePt9q5lxM5xQvZSYxmSRNS4Y7mQnkRzIDkikoSRF3mHETIGagPbKZpGHrHmBamgpCBGTGFEjXnZn6rUU7T7n7rUjGpJC7FMBtnSLSFcCSiZWvrUWbDlktPM5FRv3XKRMEf//nLcpr01p9f+u+qn8xuRBx6nqaFIYFnhiUTeAdn6jQxQ+9pKl4Is8BEkLxF91nkQTQZHsAPgAfAA2Hh24f1oozTeXl6b2lpMXuaLxfomDnjpli7nw48H6falNwmThjmGpNEybPqHykfOWczcw8PG/GbY27v4eoqIm6DVntH1AKAsERgYFi4mg70Q0D01kcXT/u2jwQQd4cIZmqqEcA8Bu9m7m/COeRcvPVxvpo5clTdX1+h1vbw+PDjj9//8utvdWuUina1r4LI+xXPWIdF2b62fYSjlrBRVAAAUZCgjexkFmdt1m927aR0YOcIit4243CDSMU4d09OB8f67ieYoVxTvYYpmywFX7F+0aebzIlyppSGf4Aj4Hj2j9e6TelwRkHbER328zJhhqAw9IqOU3Ly3nZyJgTO7AlYyAPA3Eyd1MWFIB8JC1l4SHBOLVLH3BC+bP5wKitAkwkl1Q2ADzW4JxAUg7xHFClI513bFnviod4Pp5gP06d/e6Ec81xeP2+3ba9gjsDMPz49Wu3oUIRLGDhkykXmwux1TUxKGkxcJAo16FDYkyEpFoASPAUUxIUsZTq+V+tRjp4fGx2UDrsvUbgrB94b8FVZATiQkQyF0AGwmQJY+sbVObTJCD5cnaMGBQRTxWGKBDT30aePk+nrsXTPhn37SiIBIUA8itZhcQLAMHOzYR1uTZll+PDGDF51UD8dEEVGFDh0dYtt+20T5u+evr/N6+vliu7CBN+gb8bsySyEGe/GUwcHRMc3DYs7IYeBSxIlCzEHwxSuVl0tUNW8x5TBtO61XqMd5ljSfNPKdAha+dQWTapBM+PuDXszWw0uTIck53MGcifo1pHo/JSuu64JDgdJ7J38yvp4KmWeobfNKorkSXpgYDN04pLmNFgv0d12jYTEUJBoQic3DBBpkC1yp2mLuNRWIFfkHUSNP1w7FaSpNE5ORV2Q0Lzfti1Dbp46LjRftYWJI3Hz/uO7d/WD3vYdwjLDD+8eakr7bdetGWCgh8ht22/P21Vuf/n+6XxgmJFmpiPjwjs0Zw0BnAGmoCP54riAz4Ez9piXp6enw/RpiyrnxqerlpuJpqlqCgymjckbsDbLFAjhgAcWJDBEi6BvN0mI5g7hKSWzu0AJ71guRxhOu7EIDQBwD3cdCxp6E+l5OCGbjc6UaIROf6XFm4cMLPmYrxK8YUWH0z7wDmCgoZICJDUNNUZMzM/PkUv67v27X3//jQMRvhnj0h+ZDG9uTzQ3BCMOInGnCFQ3ZFJQQNAwBWtWAR0EODMs0GJrfT+XhFQDqJtU6GyEjpOWUhocPL2n+TGnDdNT4j9Bf9ZtV/NeSzBzkDuEhs9zpk7Xra0ZTodk3rWUOikdhIKj6ovdnsohkM0U2JtUSsSZMAgF1AwGAFMkL8XC9l0ZC9FcXYxSI9qJvlRRKJuzETdKyEvg1KE4T9VzuBWYJR1u23rgpcN2WMh34Ez7tZZjDo297oF6mHI+LntOn9da1+3dYZoAkjt0SxTnxBP0y+snKY9LmeBYfJaKLVJECpwgP2abIg5BB4ADyJlWOjaYTY6SDmWaNnrqdNgoXQyvln7feSq0AKMrBpSMSJ4YtG4ropolcEzDO/T2FffFjaryWIPGfVIOg7FI4erjj+A9NX74kvxruxIBAX4Xi0Tv2qo2HQ0NIrr3lJKaD4VpeNTeWdLwHY8zmYjvJNy3OleYw72beW9V9RDxeDrX3tfb/rWLH0YfJnK30ee/WSPx7gZEckekEaAMmIYxxVR7YwzBaeFY8ODQb3Vd6yVZzgjdd4wDyImnB8ZumOfLeSnZpDSM526vjhkPXBw8AN1DiNVMW+QjnkrCFV7Wio/TMadavS8uxVCIioD2ljpMTJ4trCcjbimlQRUCJ3NDJpkT59Q2qA4JJ8LSaGqQIydN8tqKUa6QpRxx6sqnCtOlmizHyilQGx0UN9ivN9sOUgoVzBUyOFs55P4cu/VSci7Hbc4vW71ct9OUT0spFtQtPArnM8efzsf5/bKTRgFccsUWEjQHZMAZdepwIF+cDyTv8gplteUa0zWmHedGx5dWdpqtPG3qG9Le90SyJ0JnV+tulpDNC+VemxJOTMmRvsnJGCZ3EQ4bcdp3gN3YEg3u3ejl3dzVhooNESGQmN18vOUeY9cTAlZb3T04QpGwdkXipgaIRBRmjsQyQPl3evjdMIo4tCpujkTmfmc1B4Dq9bJNJT0cH3LOAG/fACEyDBiamTED3Ye6jJiRGIEJ0xDoAkFAVK/V9s1rZTeC3e3hUI7BmCZfb2h1b71b/1z3Y/K/vjsLdwu3TFn0OGtS48d8+7y9/FzV5DCnlIIRhECUbfOdbT6m0/viWwBHmmS7bHEsMdNtq5Y8HcnFOBNhCidfpGIHQWQPZIiEBha0R9YolRhLmEy7J5O0wmSyKO/rzl1SpFLSQ837ayvVkvJcW3HKOdEOrcB2nI97XRsv3TZONVJ00ilPigYJp0NOyJfaX19uav3dw9NElNDIDRCT4+OcncyiHU6THVKF6mJ8BD5QzBwlfOpyEDohLLHx8dpLxflm006HKxwqH5svq6fXG15tjnw40Ge9dMhgwpbFycBtzlitAkDvAcCZ4Rtj+TiCoKki3Qmb4zEVSW46DqPxiyOKzu8uJWBC63rHPwWklLqaR8j15cPLy7U1YyE1jxi0pxgkJyAOH9lN2d0BUMMIEYeZ855TM1R/ER6EOOaCFrbu3s3k2ykugrmGqgizlMDNzBiZWYYniUjMJFCdgBjXuraoO/aNlZI8vJ+e9bW+1vPcl0RyPkjDGWqYWULT2ni6wZ6Opet1F/2CVXifD1UKLEv79NI/hh7n9LQICxYVeNkuNaYHmqf04EvrwLMYWZ8ds1IBRE8pcWLk4CRoKQQNccUAYgTcaeqeDAUcyMUTOyXFsqk4lQ1mnL/j83551pTPDbPzuUqpJhebUOYvFz0wi8l2eJqgTrE33zboBS5FyJKWJfXaW++caJEl9VKfX8zs3eNpyoJqFM5IvesypZSYF1xjR8T5lEGiScBCsQAsDlPIIroYH9JGy9qXneYXm/d0uGlZ8XTRqcmy+rxhajjps5Ge2v4a5sCmkChnQs0IUjhPBbWCrrdeR/LH21scb6B4Cn/bjKhFEDGrqocFMRISsJojgAMQIjEjOwAEBCKYGSEysbw8f4AgSTA0TiMVmSjemN+ACCxyP6nvO39CBHODMS1A9KH+RxsxYUg8yldtXVsbkSUAYKFBEYSBaKYAioh3sgNCRLS6AyYgIMbmdfdWU3SEvOR3fz5Vvj6cktTndnllsZRMBANT8AEoGc8Xj+P5/KW+9ptz2A+Pj5MoWdV+U364HmivHZr9OE9PM0Wg0f7ly2W38p1M08xh1oXBvKfESQpLRAoSZwFEJQaUAdrSOzAj19Q0dg+yYHIg5o5Uab72pDpXOXrPNp1gabs8RJpvdlz5pMusjfTWcHWWAiavKUp+yr6ltN/qOvFRpC4Pu1VY+8bClJCCo4I2zUV4mdAcA2u1+nxZwM9PSz6mHfcG7r6BUzkvnQIODJP7HHwiP3iU5RWWi087HyscNjm+Kl/guMFhxem1TbeYDI+lM1ftG6Y419sLZRcGJaNT3j1wlO8oHmK+X60B3AMvPQBGAE3YuC7HLT96dEL2sHAfcTZDo4mI2rvc/esY7hCDM+pmLnWrZmAOEDjIT3eqE+BIdAWksU8ffBIPH+xPYdauHiGMI2uBicIc4L48AA5ANPtjjMuJkYdvAgBGKh66D2MHAjgxqxoiKdi6734ARYcM7348d91lYcZdoHHUAZckIiABnve+zROkU94JIuV4ON3WrWlK4RRm2Du1Napn0tZedvzxOKVEeOhfti+/d1SYHtLcYre9BU9zyo1pKghqcRfGCxMh56EDV3IHNyfiRfMwvhgQU5hl2X3aSIyPKg+XlrycK1aXs6VTg8PK0ncoSrHCohlW3FwF88v7c5LtlNRob+3aMc/TJuci79gt2mtvtYti7/r43YMdDrbV223bn1/PhD8+PZxOpVPv0vksmtrFbrX1h7++u5HCgnxEOETlwxWO15iqPGx43OJw8+kC84rzS5cdlzUW7Vka2kVxZ7qadA9Z3C0lVPcWbqfcKWZ0AC2cp3ws9oeiXnsFIGZGBER/uzgJYjBsd8A7WWQgvEcNKikNe537CEj2CHcPEZHr9Wqhbn43I4e7Rck5wgBoDAYi7pLk4S1EQgiwAckA9IiBexzQDCRiBDUDCHD4Vm6XSurczM3NAcM8RGTkOxGSGQRQMAJFd4OCDbunmJdyub3CyQrxifYk1Wrre1haQlIHduCW0tPTUrGvVR1mCLcUnApEtN67mgvJI9Rtj9RfyW+ej8IQfTvdXi+v7uXix6ZXwl4mvUE/MK6tj7hOpuQkiMiQIowEVdumveQJABy19UZIlATBnbjGXFE0PTQ6rp6bH2x+3HHe49g1xR54c2qU9uIXpUbeOx1ED2k9/HBDmOYGsiPv0FajNp8X3aOmJiT9czufDn0qF2Dh6WX9MjE/zPL+kGUWnBEn3LnHQlWsxjbxNT+WvsQmvNNj5/PFy4rL6oeNTjsebzDdcL5F2dJy9WKXoB1t81gDbh1ukXhCUKOOmzpG3RVa7EfWxM6JCGrbmPhrVqf1ylIA3tK2ASN8AJQhPCVWdY97NPxXzSgAjKEpE5mrmQEIEZuZmPnwiHjAcNinnPxt7gQjlo54BNMiEQGOZOLByiei2to4kAECcAyxiOk+Hft2BtG63l8XxAikjXCzxny0QcFBJsbg6L4rulPMS1rOstHWUkDUDP2Umiztw9X3mo8PD2vFDtmoNz5dWu3qHUSBgRPQpNX3bdc9GJMc2Arv3g7JPwkd3IRUeXvG543kw+aZHo4FEvYce0vAtjILwWASDRgrBzi4mytkbOFE6Oid+jDvuwHnEvOjSmp4uMW853n1cpOl4eJ74C1gw1wT7AA3pD35aqgg1xQHvx0fbqyT3TLellKB+3T6UG8VAqclpU7TOfcWr2W6BDy/vDByYv/x3WOZBDLQEnIs4VXepV0aPGDLrRwoju9ea3m2U6eHDZZbzLeYGz9cfdrwsMFh5aXeLG4hO/vFoULqSS+dVmZGZ3KZVLcdrEkkiKrNzxyivcWZU8AfzvIYcd3MEGBhQ/mBhG4GQRFAlAIMAOOtYBwAhmH/+LpbGor6ABBCgjESAEwsah0jHEDdkRADxh9lSRD21UWaUhoUqK56x+EGuRsSmfpIA3cfVcgfU1wLY8RgRB9tcLTaiUHVhjWBBYChaYsZQTBNspym6jtMTMWL3ybeD+yHhTT42t0w9cCdUqTp2ZdbFzLpm8EWMy+2Nd/DXwF3Qg06sieI4G3J7SD6uHRqW1hb/ryKztRmtAVigX2SXkCLdLCOBILoAekeJ90dHDHCDZkThoU6ehYyV0RvnTuWKuc9SuWHi5Wel7oG1oCrwy1oZ78F7Sg76UVjhYwZFsBZYonXp/Ocng68V2ue6kJXurY+Ix04XuN4PvVbXB0+f3626+1M9N3D8ZgzFoA55FQueLPip++WBt1m28p2sQy4tMP7W3t88aXx8VXLTofqyy2mLg91F78a7ewXwx3jNXzrUF2a7F+as/OJI/O+i5FGwQ6ekHyL2yFvvbeApyLw9owKU0D4sP24uXYW0TdVzag6fSCR3njNd8oDgDAHhN03+ECIHiB3lCOACI8tKqJbBNyXpI4YiACucA/jHjoPY6bWGiIRYti9pggHJkKkCGNOABDfMOpZyEIJceDzVe1tD4pEAiAIrOG7NY0w8umQLvtrF88sSXRhm7nOrAfy9w8HX1PtFnKwmIxKt+wvhhvSStIp9tCX0FdNVajx9mKavTwVQYoJ00OGE1UH40gZ8ZjrnHThG5Jwn2w/cM/eEmoWcofwJjAyTIPAXCsASSCDM5ljVAAkjQBnWT3fKjc5bDDvdIxb4NVwpdQk1uDK+3O11XknXhl2YCBfPOaAxeuSbtPpideGF49jxOP56bJdG2xEO+yvW84H3/qXl8vB7d3D8t35OBF7csjQ2W62HX84wRRpEjjgJzyt9b29Tnp+bIc/X/f8YvPO04bLNRY3sVfDHWID3JBX8avhFWnD2F13TTs372FYztkTXrZtpzZ/nxVdmGQiS5Oq6TeWjwHTtHB3ZxY3tTeNhUUMZ9xQ0Y8t+rB8uDlaAEKMFZRb3CPmkcxteEXc7K1oACIafI0RL4d3cdEbsGwwdN4m+4RICIwDoOAR3lolGjN/H2F2f9wAQ6MK0NVSzsx07+Osu7uZrbc1HEWklNyqIhMSmCs4cyrEM9Cikc14KjNTGgGz7jEoJuaecwZA7brvPQKERVJGzre9d4Wcy7IcInDbGiHlnHJmEREWZgIMGYR0QhFmLhgCEZwYCcxsOGzG9zycgh53Rz8hMzENhOCguxAjUs6FkIZKklB67wHDzoUQPibKCEhEbpGkMCamNPLWwwNJTsu0pCSI7tibtd4lxZ//9O7H7x8TswcQE7EgMYmoWW2dmFjEI5pqELS67/s1C4Sq9m4+lJD9TvKAMO3hlpIgIY0fAFG4J5GcUm9dCJ7ePR6O0zQVAHBzCCoplZJK+SMKEQFG04HE9garZ2ZijrgvtO/RbR7DuxbhIjJgJANf7+ZjYv+1vhwzSLoLcMPGT7yrOkA3RcbuCgS9t/EzDXccya/Mavf1zJDGI5HkhISmfUQ9fPOAQkpp7KtEBAKImDlFOAaE+7pte9O96b63y+VmDuBBo9V3J16acrfwAEJKfIc3mXmY92bhoKrX66027ep7VUACphFokksWScRpr/163cycAKZclnkuORPxeGFv4D98q6iUkCEQYvD1DO9QF4uRbRJDEK4QFqERMdyt99/m3npnkZRL72ZeiZEIc8oISHQPk2IhERIWUwOMrjsLEsE8l1wyoJRpFmEE763mlH76/ofz8VzKHBFjrmDuyGgW6tgMWUSESk6A2FuPCA+odc8c2jZwGxeue1g3Nydkt+haOVFgSBKAwS8S7Z0YIzwnPp9PSISSN4WtqfVoLXr7owZte183A0ALH6cjk4xTL+fiYUTBgnc3ZUSYgwcC0ADpvNkumXlgdMRt7PXtfr5FMN+P1fGYCpGpEmK45ySIzMxmFuHmgYgpZ1NFQjMb1mYCcNOhFPFvCMtv8uQY5wcRdw1hJgZw9qB13dPDLMVwkpvtVhu3LkckISm41XYQEhaM8SyNiOgIV05Tb9a7swEACUnTZg4g7MYATMzoiJzWvSprPhZhZCaEUHUpiDhIpUBMAe5uji4Y5j2C0xByh78FVREiEBOG+QhVGYHNbo4kLOgY7u7KMj4hYV1HrG94EPJb5gSyEAK5BzqwsKEhEYO4okUAhDCRZBLOGSHFhhamjNh691JSLhNBxX2r2l88prj7bZCYByUpJKU2ziMRDEY0M6OEg21GSI4x3P3joAEYIxokwtZ2wxBMTJhzcjKa8jSXjWuzvVqodpq+oRsBiNDg043nzMzGXNPcmBiABu+AaAQfYqsVRouEYG7hwcJwBzEDIWG4MSNA3HM/AREQAhnf+HIRbyt4QkQzc1MIGFehmSGNzJqvLLsY81pX/zar0zx0nIr3VDwdDO+hs3p9vU5zSRl7j9u1CqObhSMKU04pT5IZwCPsMBVhSkmYkIiJgQVVfdzWCNy6W0TKHBAO1CwiiHO5bpuFpcwi4wYHYbwLFxDGNwjjcWYJB0QWYcSIMLOuasxpzDbul4YZMyEBIAGyOXxlBYxrMgDMHMZv1R5hECCSEN9G18huTsxjYMLM4IFAzDyVhVnGSwv3MUssJeciIpSIt21nEgRuzX/7/dPHT58ggBACMOdpmhcEKFlKySRsERHILJLELbrqOF8AkQDBHdzp7qUkBEJAEUEEkSFBLoTMiEmIOR6Ox2VZdnOgpPFN2jFJmQ7qgBHh5jYccP+OIeruZn88A8OWFOBmyszjKAwAYgZEOj0txMPgP067cUfB/UM4uIpEo+/CQH/buY+L3s08TNWGIIWYwk2HKWK89996ku7+ORzD0TtfyjQ8tr3dtorARCklqr2ZA3MgRUoJMcdA5zERgFqnu4ov3N3UknCAMgEAttb2vSFJygmQOeUA6hYAWFJaSik5l5yZ0B0iUO56BQIM4kSUxgdmYJVh/BgwEGHQze+FEd9F1xF4rwEwWJhYfDSZ43u00TDYOD0RabCy8H5+AEbQoE8iDtnNSMAYKpkAYBZEHHrclESYEZAJIRzMbtdr731vOk/5x58Oh4PUahGec9LugHQ4HCQnx3BzeDvVmCClnNLISsUBl5NUEGnw18c501Ul5ZTz0G4OEzkjl5QjbFmmH75/v8yTftMHt6C1GYvQmCEjDqSt2b0cMh9SpoHsxHtf8zbqGQfOWAsBoKrRX//+n87vz8KUmACC+V4mj1YmAF0V1NCGu9OY0ExHmz++PQ8YcTiSskXYHWkGbm9JDV8r6LeAr4jovSMiM3tAAH/68iIiSNF7I8QsZNrfHPfFIca1SoTICOEQNoC3o70DoFJoFE7EFOG1NWTuDg6kRrksKQkT8zgwYxQ6NPa0YwTLlEQS4t1FHeEj+wwCiRJzHr7TGB0RIBGaByBHEOKAC/Mw0zEnMzc3gABwvv8lgsDjbx7oNSZGIjcfR/Sw4+AYHkeIyGhlRvHFJOP4KbkIc0rCCAix7fs05eNhenp4nFI5zPR0nt0UMR6fzofjKaU5l4VFzFVNEUk9tPeI4JTGkcTE49M+ajxmJqKcM1MiImZivr+k8flMkpJISenxdHw4nb6+xaUUGoPEcCRipvFRHJcyRMAoPd1N1Vq7a+siwgwB1HRMnWjUQkyU8+Gvf/+fH9+diaFkifCh1GS6I+MD0REC7zshU6NAGY0ZcwQQScoZAAgw1DPLG/RRSOTf5cxhjFmpCI+jdIwSrrc1J17mPC4FAMyJhQIByyTqUfKSEqeUmDinLJIGxR8AYFzEiYTFHdwgApg5pxRIkicPTCLCKEyjQR+zYQhkknHLAhgRjrsGEdUc7zZqD4cBYCMi9yilvM0tRt+OAIYcRGAaEZBECO/rsWHIGXnocf/fWRARwoOYESk8JMnIDoQA6zrqYEQwNQSCsQ6wcVoHMan2iBhpwymNP4wlT9tqU5mOhwndtDUigAhVjQAERiBCgojWjUYLMpoOBER0Nxq3eZJA1DAAuH9yekAQOIY7wnD3RrgNOVHOOcsfg5qSUmFCjJTE3XVoPphEZFwF94UlABABEQLjfa8ERMj3uA8aZ5kkwf/7//b/BCInfX59/v3ffjGD8fcyi3YFpO4qxDjiEDyY2cLxXnCGB5iD8FeH3CDTO5MgJzMFhP/H//EtgfH///X/y1//+z8O2vdYNBKLjCB4MwNiDwhzCMcYRHqM8DHyRETmBIAi7GExbEoA/1+ZXiAsDkuASgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x1BF669397F0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratio_channels_to_ablate = 0.01\n",
    "cam = AblationCAM(model,\n",
    "               target_layers, \n",
    "               use_cuda=torch.cuda.is_available(), \n",
    "               reshape_transform=fasterrcnn_reshape_transform,\n",
    "               ablation_layer=AblationLayerFasterRCNN(),\n",
    "               ratio_channels_to_ablate=ratio_channels_to_ablate)\n",
    "\n",
    "grayscale_cam = cam(input_tensor, targets=targets)[0, :]\n",
    "Image.fromarray(renormalize_cam_in_bounding_boxes(boxes, image_float_np, grayscale_cam))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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